{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Auditory Sound Processing - Part III: Time Dependence <img src='data/images/logo.png' width=50 align='left'> \n",
    "\n",
    "author: Thomas Haslwanter\\\n",
    "date: June-2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Standard packages\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "# Special imports\n",
    "from scipy.io.wavfile import read\n",
    "from IPython.display import Audio, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# Same setup as Part I\n",
    "audioDir = r'data\\sounds'\n",
    "\n",
    "\n",
    "def pSpect(data, rate):\n",
    "    '''Calculation of power spectrum and corresponding frequencies'''\n",
    "    \n",
    "    nData = len(data)\n",
    "    fftData = np.fft.fft(data)\n",
    "    PowerSpect = fftData * fftData.conj() / nData\n",
    "    freq = np.arange(nData) * float(rate) / nData\n",
    "    \n",
    "    return (np.real(PowerSpect), freq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Human Voice\n",
    "<img src='data/images/Pharyngeal_flap_procedures3.gif' style=\"width: 200px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## A Vowel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data\\sounds\\e_vowel.wav\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundFile = os.path.join(audioDir, 'e_vowel.wav')\n",
    "Audio(url=soundFile, autoplay=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int16')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rate, data = read(soundFile)\n",
    "data.dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "**Watch out with the datatype**, as overflow behavior is different from language to language!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "255\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "print(np.uint8(255))\n",
    "print(np.uint8(255+2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'First 1000 signal values')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the first 1000 data samples\n",
    "time = np.arange(len(data))/rate\n",
    "plt.plot(time[:1000], data[:1000])\n",
    "plt.xlabel('Time [sec]')\n",
    "plt.ylabel('Signal')\n",
    "plt.title('First 1000 signal values')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Formants\n",
    "**Formants** are defined as *\"A range of frequencies [of a complex sound] in which there is an absolute or relative maximum in the sound spectrum.\"*\n",
    "\n",
    "The vibrations of the vocal cords determine the base oscillation. *Formats* indicate maxima of for the resonances of the higher harmonics, and the location of the first two formats determine if the vowel is an \"a\", \"e\", \"i\", \"o\", or \"u\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read in the data, and calculate and plot the power-spectrum\n",
    "rate, data = read(soundFile)\n",
    "power, freq = pSpect(data, rate)\n",
    "plt.plot(freq, 10*np.log10(power))\n",
    "\n",
    "# Format the plot\n",
    "plt.xlim(0, 5000)\n",
    "plt.xlabel('Freq [Hz]')\n",
    "plt.ylabel('Power [dB]')\n",
    "\n",
    "# Label important features of the plot\n",
    "def label(axis, text, position, textLocation, color):\n",
    "    axis.annotate(text, xy=position, xycoords='data',\n",
    "                xytext=textLocation, textcoords='axes fraction',\n",
    "                arrowprops=dict(facecolor=color, shrink=0.05),\n",
    "                horizontalalignment='left', verticalalignment='top')\n",
    "\n",
    "label(plt.gca(), text='Vocal cord oscillation', position=(200,100), textLocation=(0.1, 0.98), color='black')\n",
    "label(plt.gca(), text='First Formant (F1)', position=(400,40), textLocation=(0.05, 0.1), color='red')\n",
    "label(plt.gca(), text='Second Formant (F2)', position=(2900,50), textLocation=(0.5, 0.1), color='red')\n",
    "\n",
    "#out_file = 'Formants.jpg'\n",
    "#plt.savefig(out_file, dpi=300)\n",
    "#print('Image saved to {0}'.format(out_file))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## All Vowels\n",
    "The next file contains *all* vowels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data\\sounds\\vowels.wav\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "soundFile = os.path.join(audioDir, 'vowels.wav')\n",
    "rate, data = read(soundFile)\n",
    "t = np.arange(len(data))/rate\n",
    "\n",
    "# Show the data\n",
    "plt.plot(t,data)\n",
    "plt.xlabel('Time [sec]')\n",
    "\n",
    "# Play them\n",
    "Audio(url=soundFile, autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "But with such a long sound-file, we don't want to know the frequency context of the *whole* file at once: we would like to obtain the frequency components *as a function of time*.\n",
    "This can be done with a *spectrogram*:\n",
    "\n",
    "### Spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Programs\\WPy64-3760\\python-3.7.6.amd64\\lib\\site-packages\\matplotlib\\axes\\_axes.py:7584: RuntimeWarning: divide by zero encountered in log10\n",
      "  Z = 10. * np.log10(spec)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1a2b093a848>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import specgram\n",
    "from matplotlib import cm\n",
    "_ = specgram(data, NFFT=1024, Fs=rate, cmap=cm.jet)\n",
    "plt.xlabel('Time [sec]')\n",
    "plt.ylabel('Power')\n",
    "plt.colorbar()\n",
    "\n",
    "#out_file = 'Vowels.jpg'\n",
    "#plt.savefig(out_file, dpi=300)\n",
    "#print('Image saved to {0}'.format(out_file))\n",
    "\n",
    "# To be frank, the Python Warnings stun me a bit ... :("
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "To obtain the time dependence, each time-point (on the x-axis) in *spectrogram* contains the power-spectrum (y-axis) from the corresponding *time-window* (see Figure below), with the amplitude of the power spectrum represented by the corresponding color."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<img src='data/images/sound.png' style=\"width: 500px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Detour: Shorter Timewindow -> wider Powerspectrum\n",
    "Link to [Soundproc_2b_Windowing](Soundproc_2b_Windowing.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Note the effect of the width of the sampling window:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD4CAYAAADsKpHdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADt0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjByYzIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy/EUOrgAAAgAElEQVR4nOy9f4xt61ke9qxZ39lr7+0ZvI/ncE/vNZdep3WiAJFS2UoAKX+01IIiRfiPIEAqoVVaEEStRNSWOGoSuYpLWqUg0gIKhCqOUjlEKapJLJIiI9GSEiK3akRM5Npg4msfc6/P+Iwzc/eevc5as/rH9z3v+3zf+vbM9b1B6aTnlUYzs/baa30/3x/P++NrpmnCM3pGz+gZPaNndPQvuwHP6Bk9o2f0jP6/Qc8EwjN6Rs/oGT0jAM8EwjN6Rs/oGT2jRM8EwjN6Rs/oGT0jAM8EwjN6Rs/oGT2jROFfdgPeKD148GB66aWXDn7+Mn4HDSZ8FZ4HAHwajzGixT08RYsBIwJajACAKyzRYELAgGscYcQRJhyhxYjfg9PZsz+O1/C1eAsA4JM4x1vwGhpMeIp7mNDgX8dzB9v1WTzCNVqsscUVlrjCEkvssMBTXOMIe3SY0CDgKZ5igXfgwZsYJeAzeAVPcQ8BAwBU2/ZPcYGAEe/E5g2/5zE+bX9f4wg97smnsT8AMOHIxniJfbrWoMGEFiNGtJjQoMcCL+Jfe8PtIf0zvIoWI67R4KvfwPN+By/bugCAgAETGjyV/l2jwQJP0eMeFniKAQENJkxocIUlXsJXvu73fRqP0eEKPTp7J5/HZw5o8ftx8mX3hfQyfgcDQtoLo71nAtAgzl+LAQ2AHgsAQINrTDiarZ9P4hxrbDGk/XSEawxo0ds6Hr6sNfxJnL+pdcj+jWjRpNUGADuscIxLW2sDWiCN6j08BTDhNRzjHp4mPtFjRHjT+++3cGbj0GOR9e3TeIwjXOMeelzjCAEjGkzYpzEHgKO0L4A4L2/HC9X3/D/4Et6GL+III66wxBEm9LiXrfnP4RFGHOEL/+fnHk/TVF2Ud1YgvPTSS/jYxz528PP/DH8BC/T4r/FfAQB+AD+CHguc4gwL7HGJE6ywAwD8Nl7CCS7suxc4QY8FjnGBv4bvnz37G/FL+D/w7wAA/hj+Bv4Afh0L9LjACS5wjP8e/8XBdr0fP4QLnOD34RN4hBfwMl7Ec3gVL+Iz6NHhEV7AiBYnuMBjnN74rNdDP4gfxmM8wAZPAKD6vD+CX8QG5/g7+PY3/J4P4b0IGDGgxSVO8BgPMKI1Jr/BOQBgRIs9FrjACb4aL2OBHiNaAMAKW5xjgx4dXsFDm7s3Qz+AH8EpHmOHNf4S/ssv+/s/hu+ztvdYYIUdRrS4wIn1b4sVXsDn8QjP4yFexUVi1iNafAr/xpc1hz+AH8GLeBm/jZewxwIjAi5wDADo0li9gof43/GeL7svpD+DP4dzbHCKxzjBBXZYo8WIPRYIGLFHhxNcoMWAM5nHHgv8KN6XPYvr/xwbrLDDOs3hI7xw4x46RO/Fh/C/4LvecN8A4IfwfvRYYECLE1xiRIuX8SL+AH49zeEWFzjBDmvsscDDpDR8Ar/XxuM5vIpzbPAT+FNvqi3fjZ9GiwH3cY5P46Wsb/8R/gessMVDvIo9FjjBBdbY4QynJlTX2GKBHh322KPD+/Cj1fe8Fx/Cd+Bn0aHHb+MlLNDjEV7I9tD78UMY0OIvND/8zw61984KhNtohS3WieEDwAt4ZEx/izXW2KHDHlus8RJ+Gw/wGC/jRaywwwkucIGTTEgovYiX7e/n8QgrbNGhxwZP8DK++sZ2bXCOFbZoMeIFPMIG5zjHBh16nOASi6Q192lTvlna4BwtRqywRUiaRklxIW7f1Hse4AwrbNGjQ8CIU5wlJhGfOyKgwz5pZt6/Dc4xosUWa3TYo0dnjO9fBG1wjvs4P9j32+g5vIJ1YnQXODHt7SFewT5t2HNscIILvIA4lgvsMaattcX6y3rfi3gZHfY2LnssbNy4nvfo3lBfSA/xCk6S+tJisOdusULAiE3S+oEohAAK8vl7X8TL2ODcBPsaW4xo8QIemUD78tr26pvqG8A1PxhD3aMz4cd19wBneAUPTVlpMeBr8BsAYN+jEvVmiHvrFGemKOhnpzjDGltj/PG950nwP4cHOMMW69T2xYG3AC/g8zhJlv6LeBktRrQJFdBxuW2f31kfwv89PcW34ufwh/HLaP4B8E34u3gXfgW/F/8Y78WH0KfF+634ObwfP2Sa6gVOsMYWLYZsgW+xxgK9DXoc0BH/Lf4TNL8MPI/fQvNXgO/Dj2GPBX4AP4JvxC/ZhiG1GPA8fgvfhx/Dn8GfQ/MfA82fBZqPAD+N7zbzb5u0sgX2OMVZatuxPY/3fTd+Gs13pWe8A2j+CND8d0DznwPNB9Ln7wea5inehV9Bcx9oPgq8iE/iD+IfYkCLhbTxO/BB/EH8QzSfu0LzM0Dzm5O9b/WlL8b3/NtA82HEtv9sevcngOZ/Apr3pff//fT3Ko79FmtcpgU/pNHje8s+dehN8JHxb7HCHh22WCWtex3b+BGg+TjQ/GOgaT6N5nmg+RngOXwGzYeBk9e+gHfhV/Ct+Dk0H03j8rkrrL70Rfxh/DLa1Bogat/NjwHNvwU0HwSabweaBmi+EmjeCTQ/DjR/FGheBJr3Ax/EdwCIlgG1ZM7xFuvUiwVajLjAiW3AkLTpyGy3cY4+CjS/DDT/IM5b8+NxTTQfSeP8kTg3LQYMYln16DCgRUgbnM9dfemLaP7DOH/Nr0VN/UV8Ei/ik/hmfDjOTfNZNM3fQPMNaa6ap3g/fggL7NFiQFfMAQAs0GOPBfbobH3G31FLXX3pi3FePhA13D26tFPaJAx7G6cIyw7WtubvA/8BfjL2+QNpbTU/j+YjcZ+uvvRFjGhxOn4Ozfen9fa5KyzO/nmct9+P2OcPp3lrfgFNs439/PbY38XZP09z1tkaW4tSQkuI80ih2FeE3YgQ+9ukcT5J6+vPpvX440Dz76W2fENcO9+IX4pz/FeidU7qscACffz8G6JVzn3S2ggO6f+4ju4nweCftvhB/DCa/znO9zfh76L5eBxT9mGB3hTJgDGO968B7Suv2TNuojsrENDIQg7INMCQNlNkSnu7PiSNa4G93QMgCYeFbUK/PsbnLhNTO4Zpf6NMJu/lu/lphz2whP200kYKni5pBfFalzEdmzw+4zj9DvI/PyemfRx/ahoC29liwFEY07OKe5b+jOx9YfJrYd4GapBjGrUBLbo0zhxX9k2FgcNKwRgg7/c2ph98hbWJY7tYikAOsT1HYW4N2FgG6QP7t5FrMs5s5yAbifPrGzWkuVtka5BrKLLWff4+7ZP839qz4zM5npw3tiVgRLfsgSVwdLxN8+9KDMB5eRuAU39HWiMdenQZ4/Y138n6tvUPmGANHNulC/5B+qo0s/KWUSvOxgFfYWPNZ7ftaJ/fW/bolvt8Pdp33wZgHX+nZ3VLbwP7WCofarWUnwUZ5xFtHOeAuE82xfxxrcg8jmjtf2W+Q2L0i8RH9LoS53dEixV21o5sLG3sg/G+kATdAnscJ4FgayEAi+U+raebLbY7KxAaTFigjwOcmG2XpCNhH13QtA4IH3CzkRkBUZNYYWfM3BhqSAsnIEEa+0z7UCvB2kTixpdFQBOdEIRuKsenQ9q4e1+IXHx8rjBGu85NkyhuisEYc3xHwGK5t+/YZghjvuGUeYbBN+UGwJW3oU8jQoiDTvsBbTKGV8bk+X7OC81omudR4LYRVgsjEICjzWuprW+z9rSIn7WtM2i2d328xclbL7FAnwl+QMaRfaQwIKkwBLDDGj26BBqtsEBvMNgWa1M6WoyZZXScsOg1djjHpioAMsGQ3sdn0BJYJOfmPuno68Qk2jBaX3Hsjke2Ja6BtY9Z6jfX5gkuMKK1dUElibBFKcTZBiAyaeUrZEbnuJ+taQBm4XC+ZvOA52wNLZZ93JdjCzyIn49Di81bzudKCgVeSP3cAMBXYLHs8SDBQ2tsDUbhHo8w8cr8JWNip9x/T7DBBU6y/YJjAEPwta97o2iX9vMsOaRbe4sKayqDhOvWdg+ttPPkgKZ/8hz3YzuPgRNcmoXHfRZh8B73E0wc/T5dHN+rDq/iOXvmIbqzAmGaGgDCGGQCqc2UGko2yYAs9nbOOBINidEEmWhOsFoHZII1aa6Ml6a6tkM1LF+oohmSaVR+7HMKgUob6eytUpB+hHHOqFD8Lj8vLB/VmNkO1UpC0W/TxBKjItwSMKJN1ktrGn8z7ze8v5lgLMZWGpCPVa1P2nd5DiGQ7J0FlRam/dZn1t5layTXzts0SlWy5+3n692UglX2DhfKrTNq6U8uBFr5LEXmcS6CQzBu2VCYdXadeytrb9adVdYlVcIQ4twf3APsW9ZfmIDj37RW+TfHmVp7PqT+XSAKpOwdZp1U2qPXlz6eHEd73xI2znx/bT4UwdB2x/U/oFx/vpsq8yf7/Ca6swLhejxKjCRqul3SLAGf1H2KNACQzKno+Ir4fT6gEVuMOKJqspyAAa1NcovRLIkWo1kJvWjJMRSvzTR7agGKs4YkxQNGnOASPTqLajEqtUr9GzDthPAWQrRcjhM+ukCPS5zki2WIq5zwSosRi66vCwRqSPq+Tfp8E7VN9QsA3lfOi26MEstUuG6BHo/xAC1GM9fbMDgTMU1siBbbfuH94mfBtWUKI7LXbPOynwOiRlpYR4QcnMnFRjAqR7Fa3kOrgRg2+6QMq2qFHXPcVik65iKDqQCYw7ZHFxlV6uvyeCuML82DMa6TbL3sk99jn+xPFQB0nNM65n7ojLkOaMMYYZkkXOicXmFre45WnzIojv2IEK3LJeJvrF2ha6OVv263IhAGF/YlZIrVDE4dBx8zvnuHdQr82GOX1iUxd/5NWmGLBzizMdlfdW5BZpDV09y6Uwts6ftijwW2WNt4d+lzrvkcugvWTipIbCP3krVDiPzOFQjfdza3x9GxfVugyp0VCM2Rm8kI0TGaQTWADSQQB9uYdCIycABZ7K+a/9R0d2nhRoGyMtNrZhHAnaicfNVq3ZHkAmmRokgucCxOPLEiDsEMIbU7XT/GhTG4Eo+OAmxApnEWWnD1mgqGIX93pi0BxjSpSe/T0iYLauHmsI4Tx5H9zRZtQIKyprnmHoBVt00CdojrgJr2GEdgl5zVUTDu5xZAFR7zsS2hLjrudM7puGe7VdNjCHN81+TvPGCJxDav0zhcAohzSacnx5L9b8OIcQjGRMyvYc++l/VV14TP28La7UMrDAhxrkJi2vZuHPKfuXMd8HGM63LIcXesTNh3Rd9mNLNaV7O9seo8isb9OH0SlH1S5raZJUCmy98U5ECC5AKA5T6ft6t7B6088iNth67vOD1jioDy4IMOe6yxs4ATjt2A1mBKU4ToBD++svk5TmGrpNI6ZgTcTXSnBYISza8yvJBMuE8OF5L6EQDMNgmJWtIenTGJHdamBanD0dtBbXefM/FEY3E/NymxS7ZPGltZdPCFkf7ukGO7OYQ21J8rbaoKCm64oZkPTsHQMngALnBD0oToYKUPITPN4ZE1WWhcYnq2IYuxND8LAIS4WaglArDIJbahNoYziytd55qYWzOD6J8OJbmDMlibqJFjQOwDhaq+vxhDYvAUMFEguBBVCIYMmkoE17o/N4eMarCBOzJdx6TwLpk+AAwJRinhFo6GRpWZgGJ/gWIeacEVARqcg0G+OxOged+4B0qIhnAR54da+TpZ+Sr4S4iVVvO9ZZ+vj1I5qpBaxOX+YntcYduaZq+hyn1yBLPNhK7Z1ntLH2uGR7PvJZX+zhrdWYFwhOsYBoctGCnDiaQ3vVyQZAqcqId4xRbhDqsM3qDJucYWWE7m9BwRzGHFxR9kUQEelniBk2IzDoavkpFx4wEwyCE65gS+0gXHhVji5YW1ENuhGGXAy3gRe5rJEl2kUNtMGNjfT4FLzJgm8VAysCExdN90W1vgHaLT8AQXBimtsUvLOEIt3BhbrM2nYQxe+l0u7IARR8s+w6epeWUhhWy3mt3KpEU46FrILEVEi4sO5h6LtK6CvZdJRjE/5Tw+91IGNMCtnuP4d5+gRkIWfOcIT+wzOCYw+m2PNgyZ4M0sSzJNWS8d9vYc/t4nkb1Ajx3WeIQXcI5NElCuOAHOpANGnOHUgiB83EfTcrkGDPbheA/SvmP/zi6tA7aXfbPvAAKxNTMLQSPDYl/75HSNVr2HoLa23yl4T9O4a2Lh+dkmjvOysC43Vz6uYllGYRwVE8I4K2yxwtZ4EgXCLkHXQAw0MXgRvieZf0AlgZYW81PGoTWLlfuH69GUpeWERddncN4hurMCoUG0ECITc2yc2pPCQYRnDjlWS8iHpBqQar6qOdWeozCVUi0sMX/fDU6fmoWgz8m0TreeDlk+IYyFc6/ynuyZqW2DXBPimKijUfuUz8WQfUaa/d8WbZQ2ZRqrjiUtCnkmbZNau6tUeYf2Qf8vAxXi173PpjEfei/7NHiQBJlCaXkCDm22rTOWUPQ378e9+XzeQLrmcysoabtja45WjYybWwtDNl6EOjJrIQCxWAbs2Vl4cEDWt+x7B6wsVf68H97x2phmYeJyj0I8FnCRHkXN/PWMq4Yq2/NA+Hj+5TLo5Ca+EJ3Fg601JX+f77lDvI50ZwUC4IN6lAQCk8tGtMnVdWIbco2taR9MoKn5DaIJGZmHTeKSlkg+WZwId1wT5+3B5B/XziKTpoayzxyQUdo/xCv+vUR8L4BcG1KBcIlcaw6DCUTXHPd4iFczXDg69ZTZdPN3Je3ZTGZaCWIhAEht760/C+xNw6VFENPzLxEd6BdybxyvddKiqL3NomvKzbfkGMjF47RJWvcfDWjxalnD6UqeQQ3vKr9lgyeZIkHtis5Yri86ewEP+6Sl16V+xTyOq8J/IH6PS38v52iHdabxU+BatErIcXJaZwsoNBUyprkQSIKWBzXkjWR06zoFYpDAgDaz1nZY4xRnKYhiZ8+ly5rjs08aa+xDPWJqRIu2Hc1HQ7LoGAs1RbRW+bcKhGVUBOnT6URzXmOHE1xaQMBxWn/c89m+AIXEgM3peS4Q0jvNwtZ9YGGnY7IWPOR2of1PfCSO2cosWM5zzPx2yFEtbtIG5/HZqR2cez6Ha1ADE2gt3UR3ViBMaIzZkRR7do21nV1zh3E3u0e1HXUOmqMOcdGplss4dXUUZ3HHQnyfRiTRD5HHRhdaVwEPaZ9mjFIih9gPkrmVU5TK9eCYtb1PrYCAuak+wCNFAh2d0bGrfoGVOLgI3Yw2Sq6FaVIXx0W1pzaMMRpKhFUVv5Z7qG32SQixhMeNGmYlgotOciBuYi3zQUaqFiOZEAWDKhgxfn/Kobihsfdxbej4aP/U38VoHVVOMhit1MAN0vDIIYcnQvrNddgZdBf75wJq0fU2Bw5VBNsTyrS4plxRmeK7Kr4gXQ+ZJq0Wgs5b6Zi3pdum3BGPptIADTpna746rVwwt7Tk7wG4uixKklQshb2sawom+vw8gsuF1j6pRuQpFKyz9pgsGjP4DgDCGJ9GuO82VKKkOysQSDpQqwIfLGGF2oItSQdRM4cBmKmXm8JRAyImrqayaTpB2zA6UxamR+cR26CbX99fbgIVgsbwiv4qhj573tAaozYfAvHaUiBoVNGVf04LxBy38KguxUJpETnWnjNMbgqG6PX76BNZdH1usosfQ/0knSTbsQ0M4TzF2eFx5PPKSC6IlYgo4FYpeZF9onZZlklQZ7flZIQhOpbt3aNj6UuPmtNEqRocY+sv0xfGfG3W4uXhET8ctzH7j6Gzqyxahc5X1pviM4nBUyuPc+qVhOmsnu05HeO0vrgGbP+k9ratz69/J4dvlPoxxluxL8TT+Vxq2i7sHJ7jPPlYhpgkF/JABQBzf5C05yjNq+Zj8B2+r1MUUxK8rPvEcWC7NZ/C+IJYsuPQzuZ+gb0VyIs+B19PNSVV6c4KhGscZaYlGRIdM2oG7rHAZXJ8jUmD2KbYZCDPLubGyPwEg1oZexguDC9ZwA3DjdRijDAFGSd8MvLIAbU0FniMB2Y1sD0AcoccKWlpnucQw/COgsfIw75WhMZaSv5ojC01ssowIzOrh34yU5LMdyHMkH0jMznHxvrM+/j+PWKcNiGn7eU616bl3RRemoW9v0pMpR0xDq3NNWtXefin9KHUVoVRMVQxVsjtLUJKoTDmeZzgEiykxj4TloyCOvZZs3wzq+eqEYHQgpnBeo3wVHz+YKVUVIumMLXxKucUaZ0gtww0oulBqq1FMdGnHWLQ0oPzbF64j7iuVREp8XiDf4p28dkGGRWCXftyVCoHkoewbre29rh3WNmUDJWCbIE+uXvXYA6AJrWOcH8Jnfh879HmNW+g9KPHAtfpO7RKNTM6g4DhUI+XbnHfJ0nHbhCBQKuY/OoYF2iHOO7HKUP7AifAMq7bJ9hkwrlGd1Yg3EQ1p6VK51JacuHXIZ4h++33j7PvU5sr31OSmse1d6pjTLWldHH+d1qounHyHIxCuGDueNXfcXFP2SYMpemeNcMzUgkd6djrfFBrVCqFR7zmMEMtHFahuZJaDCYQAE9QG3QsCyaZXZN31DLL/bMcDijblkN+0bxvUwSKMRmO84Fk5BuJWnSYa/y1+xDm40UtshQ8NevZtNV2DkXyu2oB6vUb+xDyNVDi+Vkfiu+V80lBXFLZhnmW9mB7JhuLJHws/yK9a7F0S0nfT58mlZX4nICZZX6AbsP4b6tFNIY2g2BzOPzm7wKvQyA0TfM/Nk3zatM0/0Suva1pml9smuaT6fd9+ex9TdN8qmmaTzRN881y/V1N0/x6+uwvN03TpOtd0zQ/m67/WtM0L93aasTBppNvsfSyypp0wsEglEGnV4n38x5dSHTuBoy4d7wzjZRQiLcjvosajpp9D/Gqbfaj4621l5nSmo3KOjkxFHaQGGnR9rJic0jtcbyVdY2uh7wyJ+AhnzstFUCGAolSMK1L4JclmdeQw0dCA9oMliGMFq2GS3N2sl8bnBvUcJzKjcfxi6FzJ7jAyeYCCHEOnl4tvD3D3D8yorUkotpm2GIlQgY3Wgacs3UKhNzg3BzMZFZaQXOPBc5watonM34ZdhrzENrYh9R+I8lNGMEsegqiHH7T0MN+7IAhfhZhFWdm2ZopGBZr+5Dpn+GBQF+94djqQKcGqlAWPysFM6vAXuDYNF8L3hianDGfe7v4nFM8zqDWcUzO0gMCoBTonCMN9+Q+o7i6wAkuJWGQSX0qTAzqbC+sHT5nyIr86TpaYxf3yhXMKuGa4RgCeTs1rFeVTNbiYns4tlj6s2P7GczRYd92uMCJ7b0Nzg0xqCk2Jb0eC+GvAfiW4tqfBvDRaZreCeCj6X80TfM1AL4TwNem7/xE0zQcyZ8E8L0A3pl++Mw/AeDJNE3/JoAfBfDfvI424QjTTPqpxs2BVhOeVBuU2qQAznBoqhFS8vfGv2mmz7RxWSxcbGQ0jFNmPD6pKxblTLCX2mS5MaTtZQXV0iei9+r7rGIomdXQxvIVpCID25+fN650ivFzMglmiJK0mFu8IX6vrGAaLafpoNajtVu8XIFYQLXfFS2dWm+wv/w5ZXBB3u/55svGVEnmj1amMoaa9bFo97M5Vxx/xjgVZkir2CKSkFffzb0KHjLJdo1jm4SR7xeWy9bvsD9K2ZhILsgeC4yj1BTLIKP29YVIm4LjAlLzflTzZxCHtovCcEQr/Unz0I71dXJg79X2lu0Pg+7W+b5DruBQYfI8nr0pbYYySD4RoUANAQeiwnwouqukWwXCNE3/G4AvFpe/DcAH098fBPBeuf43p2naT9P0aQCfAvCHmqZ5HsBXTNP0q9M0TQD+evEdPutvA/gmWg+3tKy62HTBEft07SBqwvPyyx6mSaYdZEHFZ3W2qdRpxv/5XWaympaWaQ8enUJNjf4LtzA8fOzG2HlhILXrbLMmCM1i5pfOpEzjyOAM5It/aAT/9VyH2rOJJatjWZ3OuxQiTByXFllWCrwdc0FwaPOlNmghskXnDEBLAcyedYPmSabhPqXBxpJMRQUef/LoNPE/EWao7c1lPGI0D9Gkxp8fjEIBVT6flFlCysRCvkdY6oD9obWrUTmMRhrBOkluRWcWS/J3UNHhe4jPR0Y4RW05TLE9x6wHNNk+mwnAthCiQ7SA87HL+6oQKP1ROn/ct0wy5L3xBLUuWberw2um/L+AGZWoucfbPdOY46f3xVBtj8Tj2GnVU9apMvhVIgrZH/rMzIJYernzG+E7vHEfwsNpmj4PAOk3g7zfDshxYsBn07W3p7/L69l3pmkaAHwJqBxkXNAkTe+v8sMtKCHJcHhwCxc0s0o9usUZPE3uc2xckIR4XgIzITt4CQZaFqyXoyVtS400bpitHTVILUTLDefMRzjHgVR5dVLtEUvd3lvmdeAp8Ch0lGG0YTTzeqZBkwKwesvOhUAZlgqk8rwbKxe9wZPEHFzjpFOrTe+LY98atALAnM+s7RJf12blulVD4nybc1VgMM6lW3HCWA9lfLNfEtrH0tdsr0ajbAumooLAM40DjpY9QkgF+2SMiTcfLb2cAk1+ihjCfWTeytQoSCkkVOvPhJwEN7jTNdjYbKWPr+IhAFhuAZUdKk/6bLNYUjBAn6Jl+NwNntheQUiKkpZBCQBSAbu2jXCOFgMcxyRcdZ40c73Q2rcJKKKg0iJ+DEe1ukxwS+YCx2C2NkurcB5ByEjeNQztfE8G+h2GjGlzLzKysCRXMoLBWzz6k8QwUiY5soQOyYMzBssnIczI+b1NGAD/4p3KNc1+uuH6Td+ZP7xpvrdpmo81TfOx8QtPbCBVY5hbDYMxBdUceG8JO6mxPKOET9cgJ5sszGPkVatRs7psK5eoLtSqqScL0+CtMO+7hkxS0Fgb1ARG0a+KFh41vEqiWCLW6+dY84hS9jf2z7OYNWY+tyz0BKkDeGfRPoMySs0RBxyaN1gaJXFT3+aQq83THl56wu4Ti0fbm1dobbMfTfIrc1NCtlYqY1ady7kWq8ddWuIbciv6tv4rw6uGOVYOLlb+68IAACAASURBVOJ1KkC0sOf3VP6vXQNsHZak+3oO/3VZu2djpELoEM3WJTP30/qEO5fZxwDnB4CXuyiDWEpexbbWgkPW43a2Fvjd3y0L4ZUEAyH95kGonwXwotz3VQAepetfVbmefadpmgDgrZhDVACAaZp+apqmd0/T9O6jr7xvTswjSd+mlKeZdYJLtBiy6qRqTgFRuvZYYIcVHuEFAHGimE0bn3NhUp+HV/AADsCrUJLZjYj1U8AkLpT5BS0ID2kMNNvRYjRNzahSNkIn3YrpCfn7mDw0uvZ9CIrS60teLhmNO5ipfW2xxhlOU/itWz20mF7Ey2ap8BxbPXqSZi2dnBT2HaJ2rW1boAeGxkIKAVjYKfurm8rm27S5QufQw4cAc9gCMTjA2xzHgRaOJ9yFzHJQGG1E6woBTwND8nMUJUQ4zhucJ6099o1VUwntqRDgeKimmfV1CfBclFh3SBzxCdJziG+HBzgDM43JIL20d7A+sP4OlSH+cM6p7ZI5HwWeIpigoiuvxDpLFCuyxsHcGCAXLIWWzjpQr+A59FjgFI9tjOhTuzDEwKGttc3nTtajY/YZqVVS7EnbjwPMkTsiWCCJrhHOW/zeYBbaCjvT8Bl84vDqGhjiXjnBBdowGqzJeV1cPc34QhtoOfZVQan0RgXCzwP4nvT39wD4sFz/zhQ59A5E5/E/SrDSRdM0X5/8A3+8+A6f9ccA/FLyM9xKtUOnZ45TxMHXBA/9P9OaRVrr9XFwE7J0ROk71Dl6SLtl5IC+Q//3TS1nIVcgmoOLNMBCLglJcbOX2pu29TZtPPu8InQo1HRz0VQ2LFPCCVUga8Y420mzf+ZDKEhx4ewwk0Q01av9K/Fg/i78MzWNmtfZR7Zb12QZ0tke0pBtHPxQIf2tll5trvLM76KkgvYvzBUEAAZ3sm9qpZB0fzDiRhkthYuOCds+CyO1Q3Y8tJlWmPWNWfCtwF+H8PtCQWJZCL4/18bnGnW+pwcbb90nZemKGcn4jkNw+AgjNMCg5Bn5I0aDtdQ/6WcbVBQcoRYjwjhiDEeI+TF7e4c6tm+i1xN2+iEAvwrg9zVN89mmaf4EgL8I4D1N03wSwHvS/5im6eMA/haA3wDw9wD8yWma2OvvB/BXER3NvwngF9L1nwFw2jTNpwD8KaSIpVvbBdd2iINTc3Lm6glQrBbJRCI/s8AZBkPUOJicjKeX7mDaJS2JZrVCHIr7WqSIYJ9cHMS8NRyNoavrhIICEX9VSCj7YTVI0WCoGV5fubURNVjHsomR8pndMq+4yutjFadNfywRN3VqQwxnXZu5Tw2fNVhY04YCj2GNjt+y5k1nY8y5pSN2KNrD+WCdqhFhBsvFcM1dzmhqVIsaGeqQIsCItGBjtk4anWuCo92vDlo9bYyUR4l47Rn6Urhec4XBmX4JBRgD1uQv6ZerPK1ZAIqr0yKhc5W0TvaKMjGFArdYi4/KGXKL0c745fyY3+RYzy4Idj+AFM751KFFCe880nHUzPlEK+zwAI9NISLxeFCOl1YZJtGfRmtiROuCSfZCOBAxpusl1lbbJ+f91gVS8LBSnbcFepynIzzJY8hfOC8cc7PcrmLOgQq7bcfDqfS8kXjHbQfk3IqkTtP0XQc++qYD938AwAcq1z8G4Osq168AfPtt7SgpnqnsmodOvjt9c42NTt9S8yPD0LhvxVOPlimWPPhz1mLWkXHoYM8YuRCZFR1xjFtnmzi5mRPqAIbaomAyAWD1V/7UrJoBHsqn2jmJ2ZbRvL+XNsYALJOZL9q4lSEHY+Y9coUbkMKSEBnv9/GI/VxjZxBMi7GeEDckbXqQZCkMWB5vcRWWMr/+3JlGtdxjlkxRaKDcjGU7NSeABexixBEPMneYhIcGHaWCe+acDFEYUJtsQ0yA040dC9atJH9lZYqGapweh74wLd3XQt7FPJPareYW0ekfUq9bjDjDA5waY/XwWjJHChCOLZWkAStbcdEZGmwMBrS2tq5lDdHyuGhPZO8UB0XdBHGmH+7346SU6Lrjec/cW7yXViTHR/lEFXNfxiCLy9JCGVBZ12TXkh9SECPuVFiXznkg50snuMSFxO1uscY5NjhtH2O932LoCus0zV9/oA2kO5ypPM1MLt0kpWmtTkErIVyI99amroBUQsJlRRPX55eQyI3aqLXHGXB5v2rsZdq+0QFBA3hp3kOnI3GhlpSNZ+GgjVm+ddjFmZJreQq91cz0gLwcuVpW5b0AZmWQxyTQ9Dl6TxmWWUIAqVPVcdRrtbkk7MeN6xE/PUroSLNGWwwpnwPzuSzepZpjeRZDvtH9byoQN8F/9Bfw2Spcylwajawq21RSudd4b8kEDznnbwqjZdv5O6trVeyN0pmtpSC07xpAEopx16hDZrdn+xAMssBs7XToM6uPbbgpA5lKBN/twc2HHcHZIVLwxLURAYura2nnaJV/qaTdRHdWIFynppfMhp12pu/XqCHoIREcfFoUzJr1w3ICxoHlhifT6gGG6rHkb2+he9lmSKbu8jiGA0bnYNwkZ3hgmkE8KcmziD17cpACaKhCALzOGOduyWzaHRjXrrHtlgR3Baunzj7w2feOPVEOiEXDzFRfxjDJknHqudb0C3BD5tp6SJ950lBs7/zwEo6z9Tn9XmFnCr7FsBcRFwzj60otUzS67LkFdBQjs2I7CH9pOCzLrZdhjGvs8DweQeGe66uo8V2cn2QC4enVIrPUGMhA64QH8ZykdcmwzLzcx4CVhO5SWFpfpZ/xwKJVpozQ2UkHLMfqYYoVWRSWC8cqhkdepKzsCIl06LFLVk2LEQ/w2Np6LeVEYmn11iCgBXos2r0VQcQA4Iqlt1ew3IWAGcNV4UDI7DFOscfCoGLuVT/cKgruve20TuopxTXL8uM1hWy3X/vYZoLCoSQVsDsJp6YSpZFjyvx5qBLX/RNsMjgOwfcE17zXYRrQL49SMI0WvOszOPoQ3VmBAIhFkA6AUOlXYp2+XUN2j/7vg1ckroU881ItAy1Ex9C9mTYgC4bJTrog1IHE51DT00SWW/xBMh75cYCub5AJ5A+qhbjONt0tpElb6tgfKu2Ifc2tA1Y5LTXImSP2AMhp35Nm1wIMqlZWqW3O+pbDOH5tmPXbH51juAhjXv6gbP9Q9Ds9Txk/y7LU+qLjeZOFykxwXWsa6lwqWOqU5LVyfWewToV4P88tKdsO5EUinak20JwAfidUfDH6v+90h5zKfauRYaXWXIamVt9xQ4BAOZflc8v/dYzV8rPngQUD03pOSYwjgmXkq+Wz7/yY1/gs9zvcFj59ZwVCA9+c3bLPQuAAl5iAlk/Iow3IlBcJ++URfg9wZj6JPRZoQ9TAEAZzFHGBeYblkNUXsfdVGM1lCrWM1T33oENJPy8PzQAwjzYqqkZa5FTnGdOx/3vTcB3WGg4yQAAe5plo3W6zTXAt0EfUbC9NC2HILlPwlDEzxPdcKi/GRMD7KWR1niFai5wZ0SIWvnML8FDBPmZ9ziCxmjCQsSVTYbJXixEbPLGNzMN+FOKj+b9Ab9rYHgvcW/bYXq7q2coyzop5A0hHL8a19gBndqQioQyNimGfrfaPPjvNFYMmeD+T7tQXQ6JviBF0buk5fLLHAvdTCPEcHnJFh8yrwz5amgxMSM95ImHh8dhaWKkYOyY3zU2VGafPeP6BVwC4tLmj9cXDi1jpdC/f0LabT1D3CUOGizwetcQ02o2Rd4sUXKGWAC1kJoWyMi8VRvrb4lywmHefkhijVccorB1WJtLjc3b2bq4PWpg30Z0VCABxswiz8EAMStnyfAHivl4fJJakXaDPUr71YJ0SX0QgLBLsnfH5wRxDJDUdEaLWQG1Hi1yxdjvfz7ZmmgIXXpGiT2bMv3dYC8PMrSG1ZrQ88jg47lzDhmd+g8rm4FgQmqFzkZnKal2VfgPAseoV6oeAz64FZTauzWl9H4euFsbMyETj5g1zgZBlw+ZRPxo+qXWnSsuAZrlFmSHNxdDGEgJS/jqEEcvjvBwyn8nvneO+MYi6dRWy7+2Sc5HjZL+FQZVlDNRS5m8WW1QnpIeGDoar04ej7Vgl5ayFH0YFAE8vV7mWnCCh66uKdSDtL8t5t6HCjBXOSUpbi1iCXtffPimAG5wLBJgfWep7tKLccdzHtrof7TthbmHYugmEbnP4hkoE7yN8xPssWzxE6/Om8v1AXp+N769WkhW60wIByDMMlQmqtQB4uKnep2Yz4PX5+f0aKWSgi5vRCYdM51FCIpl5mkNZrbWP7bXflY3N/83HgJoDz9unm1YXbfw/T+JSLawsKhc/n7L2KObN5wFM7MnzH0qTlZoS4AexcJxImXM8sxAGEz7l5/FPrTd1szNtxmBAbT1nuPSVlO1UPwwZzKJgvOVBP62Wsije4aGhxzY/NYZZ9mt2kLoKupDDEvrOsbiuB8Dn8IWvnfLd/P9gcMXVvdn8I8TrtZDaUrjPvldaQTYGHZh/QOHoSl68maHRqnypM5yRY7N31kKUS4Ge5rhkvnO/zzYbY0Y35XBPXoLGv+++QIbJ614D5nlaN/En0p0VCEe4tsHisX6ERqrYH2AD7o5Gh5DI1JgRSunbIoY+coJoRjL2nQvtJBUKy+u697Yh2xAdbHwfcT++j04ijSqxks1cdJq9WWrqwdvm7fMYZpqjLGdMs59OZZ41y0VvAixl0pr1s8SsFo06qphfscMaT1JtI240hfViu1YzEzaeMbuwAAAgxblfrgUy89PFPAfArTkyvSFpWCe4wHN4BeaPCQD0TFyeHa2bfeljyLlnhrrXvGHiUZ/N/wku8ABnWGOLDZ7Y9zMfAh3JSeB2yzyBL4bvxjXGdaMwm84zaUSLBzgzR6paO85nx4xRcA+VkFPN+eiCvrfxiSWZuyykk2Wnd+m8YEJNR5vXIvNaFlrqOdsyWKYxLmG5IFmCJvfAAdi0w96y5X2oW9tjVEDi3tobL1gn8Axwq10FxBq7+Tt1jNPfLUY7uU+ZOfuhh/9EH0ZndcCCrOlFguvIs7ZY4zJBPm3IAzT4vQ5et41z6xa7w3430Z0VCE2l3FFNu9S/yxhcDZPUjT8gh4paEQglRJA/r82+WxNKvEchD3VLllo2gIOaUFn+Wa2JuQZbhG2OLWblG26gFoMcLD7/nvchmPuL1/PP8/6zbWotHRLomcmOFjjgvGN7ARFk5XMOOSaLyKMRuXWjm4rWQrzde5a1ke2pWFp6bTALcshGie/RZ6qlVYORMpixYFi1uakRYaRaf8pr+m5CdPr86lxWyrCUocjZNjs015XLbJNH+cxvyoNO5uPM+ZwxUFp3xYE5ainovNbewzaVDu06v4gPJdQ9op2FYJfjbBZpYaGUVmCN7qxAAJAf9lIQpbOX7w0WCqfMmPWIPMqlNS3aiuJZVmK++D2TdG+Tm9d/YU3/CePQWujbZbqH0INqbcoM7XCV0ocg1PPz4rqamYtkOVHj7tElx9eA/ZXDZUrDMN+YpaM5XkQay5AskVUGATHB5zJV8OT7tymkj20DYN9nmGWHHvurhWuV0s8Ymthk4pRt1QRDhq+e4362GZirYdqz+Ra8XxwvZmKz4qQeYrNKDudyU8YjdTY4x/0IS4QC1mI1z6GNztPBI314qnSJM2eh0MX79jaaXf4e9lHOHiD1aXeUUCKf6WcDLFBjJLklFoMjXsFDnGMzU76Aomz1pWQqJ5dHi9Et1WN9xxCtUkKUZaE5WRfRqdzbXqQ/I77m3Ky+FXagL5H3U9hyXvUAKyZCzqySYqznio7DcaXw3Ms+YSa4MvFz3DffKENjyyTTcYxOZIa1thitPtgJLu3esizKIbrTAgFwCRyQZ+Ry4+wLjY6TwmiEPRZ4jNPc8QjH1T16ZAEMUaoTotAYdBIhDL6PpGYywyuVkZV/s8CdaTc1BWloMkZu2sTeq2yyHHdVGwyeCVxqQkGLrhUJvUBxHjBc++AYczy1Zj4xzpm1gvmxmnY9JQXWwjKrB+QUbdqjm0dWVMcSMwbjURsrxPLTfp4xoSLVQsvQZHU+j0PKZymiU8ahtTOrVfvnOuUZGxrOrAfdkxhRMsOJC2XB/Wd5GKY6JXOriNEw8T/OJwYY8+6S74vRMoSb1HkdMD/bwv0pk/UpO/th6ZaKFcQ7oJBwrbJKgVqh2T4Un4EqLOwbiWXcCRVlVtcwD932NdOawCIzV0vS5yGvKOvjHaR9ORzI/TwMrX1/0XrpGZ8fTTlszfKa+dsqdGcFwpSqZpdmmP/NxZybZa4lL8BwOoaDlaYvI0vGIZmfQ5NpRaVZ3yKv1KnSPkg5iUPSWrVdP6uhrWoihkFXFiYXpJ5iRYY1e2cJZdTWSyjM7qHJzycQUgGq1hZJHdgKMfF76gQe0GZwnfY/wmPzWGt+l6TYcd7vod7XrM9tZinS6a8CX8NZFU6kdm/W6NB6giPbObSxQmuA+akIJXi+Sp5VzrEq51EjZKrMSkjXuuPPvlZLWEkz+w0yG2Dt4zpXHwrgQRrlAT8AChzeFa/Msji+svYeSXTWrF/iI1HFymHYeva7lvlg3+L3oiLJelIIAr+YfjbOodOKc7uHn7xma1CfYV0oIpowz0bmNSpHzHVRgcP50Z8y9+QmurMC4RpHNsjj2BrMQCEAwBwzpA2epJhpjxtfYI8HOMtCvvg5mb8d2D74JF7ixELCVEvXCBRzCA/5kQ/q/NUCd5ovwTOHqyT7/ZAFQa2ONVG2Sctl+8YhVhKlQMjetXTtjVnPPRYZjKTlqJl3wP6U4bd6kAcFLaNh6ECN2k/cQjvJ9rbnMA4dcTyj5pZXU/U5zU/1qmHBZnGUjkLCcsunxgTo6N5iZU5lMpoHegZwolXKBmaIY4d9PMawUhCN/RoGP2TpIq0ti99HLI1M65MRJYALrYd41dpxiZMcoz+Wv+HrL0IncX88wQZ7LMyRzXd5UEBIY+sloalh6/yT+dDKnQv6MBuDe8fz2lcYPMJtZvGUJMJF76VzvRcYKTLIPXZptxNGVuZMK0OflyWI0mIQGMu7ldbZMhcW5dkYFEYx83xvyin3AJ91gguzxKIVtjOFj+qjIhl8lxfDi+2P5dufZP2s0Z0VCEAe+lmah+Uk03QqNSvGHJfhX/E7yXFXcQhSWJTaSA0SKZ8xtwzmWl3VtNPNwCSYJKgOkTp7S7omhAF5VqW9SM7I0WL3p+yzsk8ag6+UW3B+Yl3pB8g2YUnp/QvsjWFkcJh0k2tAoZyMynErNL55JvscblFGo2uwT34H7Y9mvPP/ss3an3INHKpNddtn+ZjMw1fZXqXyTGhae/xb+6X3eNJbHgKZ3TeEqvP+0N4p+1I7CKkmKFZioakALZ3XCndqv0yRCDc74LUNAeNsr3P/lWPOPmt7nJ+E7Du6p9QXo7khVb4j39dzpQ/RnRUITQo7BYDt5coyD6kxUpNRc16hIcVNgahFaPhWyRxPcGGaQQuPwKBFoqWbuZAsQUiIC5OhlYDXiiHMooxoNoHq/AyT4+NBImuWvT2HxzFqmYwOSVsdCq2Nz1/CsO4hZV0yuSq+f0gWxGRtJENS/0h8tpcWZ9gk2zCiTXVw/HQ1huaVwtbahvj+gBGLZbQu1ALxbox2qI1mDfucDm4ZlGGEAWDFWIX3qMF6WfE4549xCvorAFh44Mt40bS7EEbDe2c08NzbuA4YduhhuiG5DcUnYRq7H0xDsiMolUlKvSuGZ2vgQYQdenNIrtK7Nsk9vscCj/BCWqcuyKmNnuO+haA69BX/ZtuuB6k+LCHUTy9XOMOpCdseC7NSTQsWi3SwdVjM29KTzzj/rg7R+e5nP9Mq5T5VDZrjQU17RJiHJlcoBhC4DyDWKMv3H59PuJEJgFwb5GXn2EDLisds52Pgyu/d7dfWQ9Zp0og37jPNjbmJ7rBAyJ2R+jcZdkxLzw+tceeKWgK5CUYyJlVsZH5PoQ3N0uUzaVo74/Sy1/x/SJqXmtoaeGjRDcDM6QnkZQpKjZrPBrwSZ0kUXoe0bHUuu0Zb1zI8dNQ1LhXMGlVVY/iqYdpB7eldWf2aA2F3qg3yGue/lgF9yF8SP3NtVctLq3VwyJLhux0Xrx+qBLi2PA56BrDDfKp0bLEyjVAtwxbuELV5LKAMJV2ncdyCMXf+n5dxCMZgB7SWT8Hrap24wiRzKAqOFlB8erWw+ZwxqqwmVWXMlKSfur4sYsn6kfMLVT4oWF1dHGffndHrCNvWtaDjEK95joL6C6gMKDRIJh8wAsv8jA1yC7Wy2Bf1RSqcfojurEAgLdCbQ041dwDp0PcYmqrMkPj6QSghEbVKg5rSAuD3KHAYYaEbIzN/BT+mVsKFqwfLsJ0eBhjmWafF3ytUSh+09At4AhW1z5J4zZy/aXNpToMLhMP5Fxploz4cPZKQQomCgv6G8ghAh/e8KJfSUciFs0I5ABm4ix22pUrKNNVPAbG40nfpYHaGkec6cE31KYKNTuUBbZZnMGPSaVhZSVetTWp4TC6MFpGHW1OIqkN0tp4LGE1Lp/AZbDf/12rB/L3BeRQWV46HU9v2sh5asVazgFs/QhNItYr8aE0dq1I42N4lvFSejJcJhMEYPX1U+bM80pD7sJO1mFtNRaDCzKk9n8sWg0FahNkiXJNn23N8uO7VgqWmT/8MQ2m5v5bHkuHc+jrcy75TIcE50ACBQ3RnBQJl8wVOMAyxbLWWph7R2hm4roXTgRuhhr0shVOcgRmMrh/45hrRAkuFOTQ+3OPeCfcY7BRgh6MQstIiUywepqUCyMRtY2cJOul3yN+N4NrwOHrcMxe5aXdw7J5ECMSYxDKZyGKR5Fm2reO4Ayw+n2PL85KZhk+Tl5qLFx2LbT/BRSaYuIh3WMdDZdwEAkKEHgbEkFRGZ+vCJ5OMZvnKHNkm8AD3h5Aqloe2rabdaRAANzRzFBiazLWXJRNJiGsn0VpsM+FE1lJapRj1ON/zMh6Anx5YrVUzYBY6zMAFjjsLEyqGPav6mxjb6i0xFJOMh0JM58GZ8nE2N5aTsQSYLb5YOjOmJcl13o9pTQtunuWkqNIi/giSwrZagNCFO9dJHommZy/HvuZRTlnUkVw3aFXuI9S3S2sRgzNvhoQTqlPLZpHgJo67Zl87pOz+znPcN8FeWgL0VVQtZaE7KxBKqmUElo6xUkNWE0qTfkroiKROTDUpZ1h3QW4dBNO+yntrTi57diWrU01kWi4mvIoFyfs0Aal0zNk41aI4KjTMHFteIG8FPy5QF2Hp+KIWpk61clyqzvWhzfpSzoOSxu8bhQNaZnaPP7OED+LtN/+v75+168AYU4ioFgt4PD9/FBa6be3B/E1+v8IQSrdCJJDvC1xS7pdD0OSsXckvQGF5WwTM7PsHSLXgPJzT55FjTXLFLw8iONh+bQfH+ADN5k3Io+z8XSUv0H5REfLX+9+EGJnIpvR6Qk6BOywQGMjpCS2dJXN1aUg0sYYash/PGM2pxzjFBudmTtH8Zgx1zPBNcehLL6MbTWW3EugU5oZhyGE5D2yDLk4649Q5yvec4nG+4DImFsNKqWnRn0A8mlorM4MzawcwxynNa+lM/vs4lr/WTOX+yhdchBLiMxkyGS02Zonr+bVRGJ5jY+Wj9RwEzw5eGLRh42ztSg7CK6+ho+GKSjS99+hi5mYGEWFOVzCrjv4eMmjNTOfG26bM7AFthllrNjPXqFpzCNHc316u7aAi+rdObOz2VptGs4Vz5Yd+KQ+/3dPvxLG4QubEpQVLeIYlsblmqZ2e4QE84c1r4UQHa2MKjpbz0KrCO6zwAGfe1pAsNoGKgKhc6KFTe8TcjDbExKtSUJQFAXXed1jjDA/Mv0dtWU8lazHgOJURV9+G5izFcPRYQwpLWFAJKeYlhWq01GLZ255UvyYdyAh54ArbdY77ZpFqVVr9PsdLn02oj5b6JU5whtOCnwwWZnsT3VmBMCF3jmnYKIlaADOS1cxSDZb3ErPjpjCttTjYJNO0RYKX5hgjEzRzkZuX1ssuRSCwNrtGL1WxYGVmQ0X7hVskN2mA5fXys7LPGa7L/AXJr9CFW2qaZIwe4uvRDyXWSWuB2Cvhr8WsKqjP9yGnrt7jQjBqttVzCQryzGR3ejKiR9cTIH4mGY+szEAWxpssurHF+nibtUHXZc3HlZXCFqhJrQiLma/8KJym6zUU7wzgORDzaqzaBwoPwM9yUD9ATVNlwcTrq7yywCE6GPJZOs1D/j7LIxLG63Ce7zP1bZX7wGGzHLaUlxR5QcxGV2UvD0Yg5RBnvieooG4LJbG2p5VXlKG73F8se3FjeDLusEC4xpGZW4AzP6ata1z1Gjs7CCTe45vnWDBi4p4a3rdHh/7KTTDVMuh/4CR6wk9sU4njccMofs7QsnPct8qnxL6N1CytabVJczfnZhhtgXvc/GAabovI0I8kQmGmhae/yYhbDFlJ7FaqhSqjz7Jz0dqC7mxsYyjecUoiZJgcGR2tAot4GTxFXzejY9+sCpk2wUA/hAvtOI9J+0uOQDO7B+Sbmkw2jJbY5GM3Gp5/jvvWDj9eZW/CrUM8LpUCTmFDhMFOvTp+y4W9L76LFq7XuFc4LdbncacimTitCiAdL6rzKLV3eKQqGTn3gYb6co1scD47grRFOvktuBBnMic1VFp1jJIrGWFnwtj9OB7K6o5nniHSo8sOZNJ5sr8L/wH9ZTp+JDJRtotrsEZ6NoGvkVRtt0g4rb2L9cu4vnNoLbf0smRYhGTtxHBcX185s1c/DwVdLbSUKMS/sj6EFtfmiAnJ3F6gNy2bm6fEWBWjpVmmmacAjDHb/YWzUTU/ChNOOskE0pAnkrAQXhQEjvnxnFeyAmow2eEgpVAYmkzw0WHFU5QAP/RH76NAIJUOKsAx9vh78g0zROZloX+DR3NRiBG+6NDjFI+xAk+B8oxh3YCESaxtyZrYYW3JXLUN26Z8hEw7D7CxBFwIZ98PyQx5+gAAIABJREFUmB/UHhDzMgptD4DBNqfpxDIKtlKr1Wgn9qksbRHnKPgYA8AmwkeakUrWrGcycEwtoivkGuFsHis+ErZF4U7VlAn5qNapMGmHPdbtFgh+DwXIKsGr1Ij1OdEyiKDYkAr6Qep76Zjt0aV1NhxWVg741Ty6Kx8zwJUC7jE60dWqOU1nQPforC+2FmytFJnvsob8HPT4TK5FXQOAJzTyb0JIO4F1VtgaHOu2n6MNvubiGuD3CA+V67NWCqOkOysQGlzbolPtioOnJ5EdorgI5iYUi1IBdYEQr4fif9dIynAvEheG1vmhNqCm7K1Zka/T8ctlpAfW03+Sle+9jW45X5kRG95/71NnDMa1NR0X9lUZ9o1QV9GUGQyWOVrz0NPavYfGUp3uDDWlP4L4/lwguHYKwJKflMq5jXHlfE++yWuwYXZ2gbR9BjPO4CKHePz+XIDQyU+hpERBHdvQyzNaW1MUACVMVBKVidrhS2XNIG3zbK4OCLzZPMP3J3+X0BLHQgvyVSHb7P9pZrG4pUrfRBn2quHleT4UABNWDrHmkV55mw+vLTtmFWpN/yucqQxEjW2FXSqAVhZN81IVI9p0uu/OHGiAm4NMZOKZyCtsUxhf2jCtO5A5oNGBPcjmz814I5Y5HqOm8hgP0KNLGbQe+MpnEwbTLGYAzgg1A5WmayqQRtJ8AEJoi2QJ2cYdc5w9jptr/RfnufPJNtBmcrgo/eK4UtMi/s8QXo7ZBU7M0aUa0gkubZ5IhCwouOz9wRkJYZ9DSXUjPPSYfSe8VrcQgp+ZGzxM+BSPs/lnnR+NDycj1SMZFUbkWHfoI9Rwdc/bHmKFWgqQR3jenNJehTTYWJswqgizEi61ebpqBJ5Z4BGezxyMZZVMlu2mFr1LO8jOBR7cN/cyXsTaqgO55cQ1x7m4ulzjBJcRMho8fDQEHze1iPsrVzKsHyUVfrU9OryCh5lwo8VPi4vadVyPK7MA9WAmheBUyaBgjWXphznkiJg9DMR17daJl9ZH8PncY4EzPADPaifWryXk7X1Ix5MOwZ6r8Gu8P2asEO7kyjx4il1Bd1og5Axk7lTWe7hAatrLIScxkKeal+/Ud2cZpMgZHuP2a5oqmTU1hqhBs62LDKoxsiMsb9fch2KMzHRt1bIast+AYNqHspIr79YxInNxH4snmSlS7ffnJbLL58X+ztvGN91Et20CI0k0YqQWY+MPaY3lGuR9JUSQtSX5Dw5RHl3iPgleMy24yOZVJSjvFwpB6QxFLVuNslF4r1y32g7ArRYysUPVfKvHseq4KFWgu3L+68/JE8o8act9FPrcMix1mw6rVyv3y6Ucjj0UTp4rj265LLKoLf+uO8Hr/fZyHG3GjTTYIx+bGt1pgaA42Ro7xPrlHhlBpqzQRXR8aSSPh86RgTLiiNd1M9YWFvFuaiCxPfF4QWqe46CJMD4pzEbls7mpAhwTjBoe5hhqch4Ti7VwPbhGTudnr8IFmC2M0iy3YwBbX8CLLmq34xCyaqdAXNDUolUjO8f9pKG4M8uFQoCGBfL7euwi8dBDh4OrFs32K5NTQZPFmFcKpB1JJNP14IcnadJZmenptkGwrGwymR6LzEzn+PM949DGxCsmYSUw6jm8Ypo5YRhmwnt/GESRZwMDeTVdtSYBr/56mo74VLyfFWhp2bBvWjnTS094n+4nnJsho3nZdRf26+PtLNACIYZRlsIGyfc2jvG5924qfy3E40w1WkrxddeUmQRK2DZaPLp2gWShB3EqJ0dyGULskNGQfCyDnaOh79MT9thfWlUxVHddJKC5UI7JaSv7nlpgnDNCt5qFzYgxno1yE91ZgTDhyCIY4mlkXleIjqgWg52YRBO8PCeXTChm817aAuIpaqQRrWGf3IQ5g3VnXba4rwBcNlldfzKmaJ5qNJTWM8kLluXCwKMbZk5lOEMkg9LEL2AeClgW8wNcyxnH1uANDUXVxDR+VxmHYpyXyQynM1T9JFprn9oRM3RZqmGmZQcVqKtsA/P9Hlffvy5nmncs/rq37DMMVouiAR63TgUihvZ5wcKSEbStn6ERH5pCT5Pzfp8i2RxSy4v9kbI48kLZ05yJ0irgmokx7p2FOQN6PGMwSIiRQwrFsj+lNa5hvgrT8R4LQb3KT/wqj4LM1mCCBjVAAgyqKKnwNzBQpMy/AWKZb64tzlE8ICu2i0yVGcLZOIsvhgdmle+3tZ2sV4UQFfakL418Ccgr53JMyzpRAaOdvx35mp9bzQg+kq4bCvZX8VxlAJ3usECQUg2DJ8fo4AK+SFWz0gFXM0xx4pVEKgAl9OSLXSW9/hhd4WCs+21nz2b/H3CAzkxIuafUqg9nA7u1VKXUfmrVJVzEsc3NY2X6XSa4cnihy76j7SuZar1pHkEOwPwq6sgm7JO1ubQQbnHUmzM+87nkQkj7WUIFM0oVYz2ayx3JtFDZdveNhYyhlsOSWQoVh6sSLbNyzWkdqkMwVMCYnVWgc00mWGsX+3AbHKltvi1M0mjguxy2q/1Q4OpJirRi9X0K+5Vt8nc21c9GBBsftRAV+ppbsC5cuRcV9in5yij31Y7f5Vj4ng+ZwnKI7qxAAJzhrd6yS6b9Do8lQ49x4MA8zI50hlMAHlpIi4Jml3r5gdzU428OOg9FUW0DxwCO4+JnDSXVsBTKyA/XESdQQHR2WgmCFN2gTG3pB4JwUa3SASbUiKgxkYzBqw8hCR6zEKTEw/5qYRqSVh/lQuQ5yGSchDu4Sc+xMW2MNYaokfmJsT7ma2zN2Urna3YYSnm+QGGW0wyvUVtAXkBKlJL/e3QZs6B1oIlGFADsN2PaGaZJKNKPNaVWOUYILk4YuiXzHNyJqJYe6b6EIZIJOpQ0wGBLrpHC6ao+HGrv1KpbDFnNK46dasxcQ9dXHomncATzL1Toc25iH1M+i+RGjOloWp6prXPEMNJqYUULBkDhT4n/rJIdxHBWMkOuGbZ/gyfYYW08gDkUSrb+SsioKDOu0Gmc/4W9Uxk2x5/w3knKnL7AiZVTzxXXwcNKg0KGXpGBjukOe3Eqz3nLTXSnBYJaAQAML+O1EipRC6IG96gsJpXPaOX5+r+mwc+iXsKUYfFKNYco31ma0NnvCpnwkL7EtsWNqZBOwDg7aENp1Jh8zUPguyraXTm2qu2oRqNhfuUG4fftG7WQXyl/fNMiLzX4Gc0waRFyYZC25eGZfPZtYXw1q2l2z4FxVD+KvrO0Gm+07CpUY0z6XGr8NZqHWod5m3A4sGP2PFYFHdrZ+gPcEn09jMzkbKZFh9k1wNelWj70fZRtvXFsLbhj/hHnVavG6p5URcnRh3y9zfZklQ+VTuP52Nf41yG6swLhCJNpkrrIqZlRSyMDys5IRX7cYsxh3oGJKIqxL9BbxUXApb4fzh0Fjx++EzJHFYAsAYfOb2qAGo3kuGFvZbEzPNiEAnHo+uSqj2JEa1j6GU4NZ6wtjGwzpc266Hqrv641ZEy7TRbCDisw30HxaI6XYqXUPvODVjwsj/V1AHdqW9ssMja2j4X0rHzwVdTgmEWu8wakSBcVrvy7ooAyJNg3sfszYm2kC9PQmAGcO2HzqC1aLNdimcXxjfg6/RAtvPom1zPnlP1cYO8hzXC4wyCbMos2WQyaQwDA5oFjP4M34A5Ntk2tZvUFcSzUuu3FYt5fdbN55NiwT7TQEdwKbTFmFmlfWHJ2yFFwgRaDOlZgFv0W66y2F/defOQoeyUXCrFWWPpnSONIhWRZD3RYYI82Ja+5T2abrUf61GjV+XGrvY1fjxwytbIlMi5avFKd6Xt0xhe1ptFt/rQ3JRCapvnBpmk+3jTNP2ma5kNN0yybpnlb0zS/2DTNJ9Pv+3L/+5qm+VTTNJ9omuab5fq7mqb59fTZX26aZp4TXtCExgYUmC9gNbXo9NPrXjckd5it7PQuf26sOT5mZqtVHoRjherUKc36eM3bW8aKl6GvNOONGGlU0Iyxh4IRgaUF8jLUOR4ZZjhxjSLMIh1aPrXNwk1HYQy4WT1YnyKUxEhrzgnnhxQPZk8Zr6NYSsIEAkYTFhRAMclrsjnmaWl6vvR1zXdQCoZq9Mre1lIcQ/cnaEYuI9244bUEB8c+G1MMqbjdAJb38PeNCbbaHIa+4GUYsiq66giV6Jj84JsWLOLIdjE4wx3Nc7/ciAAMXh67RnyGlhXplrmDuBXhzDDl8vMyCx2ow30KG1EwrbEzwepJhVFolto3o6o4pnRMZxQQ13+ZqaxtRm5h8Z1ZpJ1EJGlCHBPRVEn03BAeRqThwnqPnz+R12bKz1v+XbMQmqZ5O4D/FMC7p2n6OgAtgO8E8KcBfHSapncC+Gj6H03TfE36/GsBfAuAn2iahqP6kwC+F8A708+33Pb+CQccP3CnpZpT3LQkLory+7QWSmyaWorCMCO8GqYzuSJefUi1f4T5sY0qkNSU1IVp2GV6VkktRvhRmLljjEQojXiqLorSKZ4uzt7XCgP2L4+2CZikpJBaLnRaW/QcL50Thcm4IQ5lvDJHQDeUMTqDGQaLlCkPOAdyZlQTAEFw2hJSYXvVMnUorDUhFL87fzgdjpoIyPepds21tJXwRW2DM6A8eo3PrK0XhSJjW72ekT6jDEAwy0PHqLKOSrhQI/KyAoVFLkYpqIADTudQXK+sVRWqtNbomyohOCqJa9sbg63n8tS4+L4DDFUElK4zr28VUO6vErbmOJXBIDoHJb9QZYTPKAX1oZDtGr1ZyCgAWDVNEwCsATwC8G0APpg+/yCA96a/vw3A35ymaT9N06cBfArAH2qa5nkAXzFN069O0zQB+OvynRsafm0Ms0x2Ok41ZGIDx0wjoBTWpC8/hKKfDe4FTtCP0YzUsLktVrZBGCapBdB4wIku4EXSfJkr4U5YwgldYmBeKsGiAq4wO+TEEn0Sc9sn85ZtVM2PjjWapHrGKyEdpXIzjmhj2OkQ0F916PcLiw0f0aZ8CofhuFBZVKtkzCwtwpK8fL+XiYsQhFoBs/Yk6Ima04DW6wQJu76fDoIx4RmKKKPC8UpiLgnzDwg1EILjnLoTfAeGo76AR5bHoP6SEa2Y/Ik5LT0WXy0nxpzfx7k53JnvwraqsOJ8W/7LAYFHa/ZQAiCzXfmZhmZrwlpcyzvbgUyyZMi0wi8O8SUHOSvmwv01LQZ3Kidr2NqoAlypyOBnjTC15OLYxBpQO6wzpy9rTbEyga+bkHI/4hrPyl8n4X1UsVRUeSRpwirrNNnf8HWh5xiw0ulo+zbO7SVOLKeJvI+h7mVIvVbk5XNfwcPKIDq9YYEwTdPnAPwlAJ8B8HkAX5qm6X8F8HCaps+nez4PWODr2wG8LI/4bLr29vR3eX1GTdN8b9M0H2ua5mPDF87teqmFBRngkjQMSzfCLCxRhEw8tWv+Pb2vZqm0OLCIC6ppoNqXQzSDP8p3Z++YO2IPZo4eYCSxrK+ES1belVlHyHMj5q/JtUm2sxaGm2lTor3fRioQb6RKn/ldBgxQ4Shj82O7VSv0ekfaTg0D9O/dvEBKi45rRS1NpRIOtD6FKVoi0guFaXhV+/3lUplhO0t+TMc9liG/ao3Ngin4XfEhzKi4xjXUwtm7t2nMxq8k8o1yT1sEnjwnNfhgO14vqXXGefAIvZvXj7a7NnblHPyunamcfAPfBuAdAF4A8Jamaf79m75SuTbdcH1+cZp+apqmd0/T9O7FV77VJo2d9royo2lT1ID5OZ2dPbw2uNdu98GiZkjJqxOzxtaSb8gACcfwXXbsoSwSZj0zY7ksjavv6LC3w3sA5AxLDubQCe5QyeYU0izI8rzoWoQCgGQVtGA4G0JMjLHEtADRhONmosZPC4HWgfpNOuwt+5bOWHsn5AjSRCZcA7A+3mZaHrXyulCOA2U1eMoY+BKLVpw6PX+PzvrEo1jdsgsWAMB1tcETEPO1Q3U6PxN3lgNx5ZFTTDRSB6E65DMKCs34utrgSe4bMew7j8yjX2VM65br0x+fw599clSyjo/6OUa0VgeIzmfWqGIQBp8JpAOIJKSZ69yi+o5hx6dW81DKdZ76yXVNDf85vAomKa6xxSkem28DyK1o7sle5lvHwiiVZLc1xOYNMAtuGFxRVKsq7iFn/nS6Kxy3wzrWaEvrh/NvFngXrUiFhvfocIYHxks83H5n72Wp+JvozUBG/y6AT0/T9IVpmp4C+DkA3wjglQQDIf1+Nd3/WQAvyve/ChFi+mz6u7x+K8214Bz3BJAWcH6Wwfw58xpHFCpuJ7hWXPM9xOfnzqTSQsg1vZBtlnk26JgzRToHrxAdhMP8mTVNSLUKxajLfIqqpho8yic6SLt0FsJYP7XK+taCsJAWO1MtkFEQbqDzLOp5BMtNGquKs9jmIZsb903k/cvCahMdspjKwmCXODENlOUpyPwjFHg5b+fokGUchDa7zr6QueYHo8RT2mrafH685oEEPrnsgE5n53JQmSGMpGO6yJhOrl2q85P7h/PJip21PWn95X4a8nwRZXRjOXdZ1nC9uy7smMEbI/t0TD1fJvczKgDNZ1n/bi4DZM8BkBVeVFSBPkEKAO4FEs8/j23cg8X41GpReHveb99TIwK2WGVW5u9m6YrPAPj6pmnWKSromwD8UwA/D+B70j3fA+DD6e+fB/CdTdN0TdO8A9F5/I8SrHTRNM3Xp+f8cfnOQZrQHHS+6CS0GNNxevnqKZmMJuFEU22QBVI6SOuFpqyUBuhsHpIPYV48DvBoCM2k9UkfweM7ARQCAdniPDqAr3JxePhafhBKrf8l0SoAYkXONgmERddnceKtLEIu8h1WKeO7HCfPklWGQ+YK5BBPzSmmcF8NNjn0tzl0S4FQRL3w2YDj3py/J9iAkUu5IzIld73mAsG2aIq1bzHWnaXyToaxqt9LK6jG+2JD3crdm9PeHaDz55PBbLHGBk9wggtjQKo9su+qFHFuA8ZoKcq85JDZ3gQ+x4B9qUEezNLm/Suz/hiRt6gENNTHz2NyRrN+/EQ3rQOUZ6/nzHTInsc2lAKhlWKI+tmI1o5EVf9B/CxYH2ldaanqDr2tN54jwpImKqAPldVWhIQKBvscn/+7dGLaNE2/BuBvA/i/APx6etZPAfiLAN7TNM0nAbwn/Y9pmj4O4G8B+A0Afw/An5ymiTPy/QD+KqKj+TcB/MKt70eTSdcWYzZgGzyxe49l0TNefERrgwzkkQnKpDKTa5nXwC8Z2j7BCRqSiBRBEh3TdC7G0tB6wlp0sPLAHC/DQRPTMk+PASyriJqRRu9E0/3CNBKNC+fnfFeLYcYkdQMvut60ug57K3BHqIjM5pLwDKL5+zhlg1Pz1YNJlKF7CeCFwRM8QlOphFwyCyC4oCBUxYJn+pzFsi9KiefPHQdfSzFiKZYyieY91wQPNvFNf4ILbN+yxAKxLLGVXA/O1CNUkgIN2phP0AY/q5nEWk41JkoGxXfzcJ2ZpcD+XcZ6VBoJxufEuP2Y1U7HOC0dhY0YGdYiOuf1hD/OJwVGi5hZu0Bvz9aw3eshBmkAMRxV96FaCJbzMDq8NKtvlBkQrsKxv4TgOsT8Hj6TgpdsuwysUKFs1n5xnnHWhiDRYQOV0jiv2xS/6BZTMGGlUWlUKrhfuxQAwPbTUmQGPEkL19V8p4T0aqepKb1BN0ikaZr+PIA/X1zeI1oLtfs/AOADlesfA/B1b6YtJZWwQWke1sytugOKh5jnGppSzdFocfE30E1QiB51qEzL8GDcmz2jhGb0d2ayJroe8jwM6dCBDNq6zaxQB6Ei9ctQZ2Of2KYao9M5MJiutQ9nfY1/+wdHYT63s7aXDuQbdoGuCx/fPM+Dwsf/D9KXxJ4KDdfOdAAtliDvyZ29ZX+V4em1g5BRvCE9R4NlveP0uZVJi3xXW8wLP9NxAryAIdus1uMhurGmEW7YJ9wPCiMB2fgDedVZWiKqRNTWi34/e1+tDa+DZtBX5XMV5jX49yZSePjQu24LYADucKZyg8lCKHXiFDZSrQVg5mkPTdagUxDwQlR0UDLs0+qRhDxOHHCoJWYBRwmd5TzQSdn6aVJ0mipRI2Y7eRhJqbXEZ44Wltdhb9FGFm4o40CtnYxJqzxiYNnjebw/zzBWqyYglrtg2Btpj5g8xfOh6cBiSOmIFq/iOZxjgzZpYmUeAudrgV4OtVlgHFqcY5O1bZBSB7SsOM8cC8J+FERlIqCd0RwfEvsYxuzvETFkNbZ5Ze/zUD4vBEdrj1AS7yXpRr8eWrMYDAIaPEmMVpy+F4iVXS9wkiywwieSGLH1NYgVKf0kPNFjYeNKnJ3jH9ffSqy9HPaIUGjKLUBvodGsx/NESsyXUWY6JuvjbcbES208C9flsZspUuomYc46WUPq1xNs7LhdJisy1JSWQRmKu8ETnOLMAjVGJIhx8DZp9nQJGemceyDCvEIA1wsZukJ+XLt8H3kBkzVpnfLbPIDqHPezdcN1lpVFP0B3ViAAjrfOIIVkUun/jm0vTABwwbpW1mbaXvmuWGwrChTik7qIddMoLMOIHN5DaIjaimr2pfZ5kJZI0Q6Hw+eUmEin160uPwocXjZbqXWq43UY5prVXsbTrQOHj9h3v7+z+3RcbxoHbkQ6ZGlK6zN9XoZsjGPDZ83OIkX0vdyEej4Gn7tOPWI2Kk379Wt5Srlq/DqGqjSolkwdjzCB+wvmDmTVLKls2HjNIo3cglEtv4QYPDTbz/CI45pn53tbxfF6A3EcSouglvMCkPEd0GrLjPLUP1Ws2E/mSvDZzjfct6eBHGTKui98TOeVEbQtVDYziBAOh5X7ib6fMmiAe0Bzo4AkQFg5AVQg+9kcamIu269lWA7RnRUILH+tDl41EbUOejmg1Fo1UQzwA3cIZ3DxG9YY3BlVmmbUaAFqrck/MUQ4gIuOkpxhgjWnK8miNALmtWmW1a8YUQvkQvfEr86ey43oWlyYaVyzzS8O5lqROdYi4t+lj2BXWDw8mpHzV9av55gbdBaovYdY0wY8WD1ll6eIld1+nc0NmZxbEEVfh7mjeYG9adFcK9qfzWtfsuSlbtzjZLzA5rUvoUuyiX3qsbBqp6SyoBtr3LultDdtdpRr1DLLPIR4/GSsIhv9TgVElvxOWvuGc1TmD+hhUdSiB8wdlKrVxu/lIY+Gp6f2U7Od+QB0XDi+IfeTmX+nFOYq8BCFllr6tAoYXKE1rvwYSj8GlaGZGmRCQRrfM5r/Z8gKQHobPJEvL6VdohkUQKyQa+ME91PQOawJsTn8HQVQua8oUFSBsDpRN9AdFghH0ul5tMsDPM4kJLU7brKapQA4w+QiATzLEXCGR3OZGmKHPe7jPLNMbAOZVhEyIUMIi4lM1N6Yn8C2AYCWM9aooi3W5uiqRRDQXORWOMVje67WljlkaUShxm2etKUUaUQGSviB0MEZTnGGU2xTAWJmXvu7oza7TfHWnB/A49E5XmWJ61r/fDMfdphl/qFBLB9GbBV+Gh55ylwJjT6JlsAl+uU9Wxfbdh1/3rLExVvv4RInGSTEZDpbq8GtqOhUdgc4AHMSM2xX14P1YwkTSJr93mKM0EapXAeYgGJr+LfmD/AYSc4Vx5na7JjWBOErdySPmfDVOv0ATLMdEWYhvjxL3OawUICyktk1StOp9boW6PEqHmKXQi+pjKnFxmgfKpc69qUlRrqXLOueZ5kX0COVxzjko7VFLVdV1gDPHl9be9zSZgHH2A6fVIXjGJlFBZP8jn8HjAY53kR3ViAAh51BAGbMQRN44nfz6A3HnOc5BqZVtbnmw7/5W+OyM7Mdhx06JUxUwjdVZ6jQLFy04nhVTcE0aTiTUn9LlQZ3j3Ic2nbM8HqeBQFo2n3ItM8yvpzHOebjMcdzMgeqOUfbLGP5kNAo8y0OUmVsy8AAhW66cY+hzbFibsJ922XRbzeRMd4wLzvNcXMIZ97IMmDi9RwoMxRrTIl+F9VSAU/6rD0rfo+WnI9FCedm0Xez97rGWws2SI3RF1ep7D/DNks4ptZ/Wvw1GNrfmwdl3EaZAJd+6N4s740KqudOqTLD/3U/5o8eZUXk/VSBdIjurEA4wrX9rY4VQkG9MJuTFP7HwWDIJx3H/CbNbjJH1kinWccQyBaDaWJR242Zhsqc10mzVBoRnZRegXPEGU5xjvvQKKUWo5m5WfaxaiMMwUPvJiw8NI/Zv9EpHhcXHWvcvIuuT0Ky97YnB1l03E3ZRgLc2mkxWC0jOrN2WOMRXjBHGbOt+W46mf2c57hRqQ0RliDzWWM7z1aVCKg2RMegI8AxnNPDeVvTmLK5CCJAloihvEgbnGWUQ9SUNbudJn2LAUPb2niuX7vCyf7CNLvYNz9AZoE+S/C7vlrg6dXCLboEj3gtovjec2zEqRj9KwtZo1hOJngUImAmsa4TkuYHcK3p6YBqNeue8e97rojXxvIsZEIzZK6q8GQ5Emn+EGI56xaFzyRMBi0ZU9NkzCLcNPsMrijReuda4F6nRXuGBzaPDMBg4ImdcRL8bGWej27jwnZICHOX5psKJqE8Ig8A7PCq0vlOXkKFiX1Xa84VOIdEGaIch6K1qgRUUm8TBKQ7KxAmNLZZSXtZiICbay5d43UNfaRWw4ErB7BmMubaRoIMks+AE1VaCLyfjEvNQrVaSoluJJhwqZkQQio1OGoL+dnQtXC0wkIIrvl12Nt5CEBKIhpz4VB7Hs1/Rq+UFhXfqd+ZO9gj7pxZQSYI97bpbuqXvrNKJWMpqCxFoucTjGgRxhL6cIbNpKMaETKxqDU5QCnImuiTQnIoRLIMl/Y5LPo8NEBwoaNx+vo91SrJEHXNqnDWdTPa8/KCbXoCGttbkjqVtX+ZL0LKRNyEDLDd/r74PYeKqDQKnAevmsvvlGcRKF0nCBX0IRSQkZKHu85LzNOyVn5T4y1l6G9tLahQISRNKqMsb6I7KxCucZS0e0+PJ8oJ0BcLA7jLAAAgAElEQVSQm7EkapDE/6mN8jMeU6EDuEfnJzzB8dcLnGCNnWFzqolyQWsaO1Poo0XRmRMLgGm7gIfOsYKpEQNY0kEdhE4QYgKemqN8J5223KQ1BknnFQDHaocodO8t8yge0phw6hIW4NhES+eJ+S88msMzfDlOFI5aIbNFLIRmobd0KrcjeFxjeawlkva2v6Km7iUVRrR5VnetdEXmQwimPZ7gAqc4wwvjI5ijGB3aYUS/vId954fHMMGO9Y1ce/cXLpZeGZfEtcvsYVoLG5xbGGGJy5eQ2I3MMjhmTqJmqfAU/1YHv2LP0Xr0qrycHw0B5lpjVncJQSnZca1ok0UeneK+XiWP46oSzVT4gdgu/7jFWTq6lf1iBVHAI8hILBlhEVWlsnV1WNCXSp2eb2CKUdqjtFAU0sqf1WaftcKnSjhI50EtZPpmYlv6zEdXozsrEBpMIGbrTj+NdhiMialmwIihaI53GaNT7FB/c2B14T7BJjLgRGTwiv3VzLQRrZmEbWpZDbPt0BsOD0Y3ADPHWtSeci2ZbVdtTRPFspDYso0VLacNg/cr5SEoaXkDClTA6+boOwKiuc74djqY9RQ5nh61KxZ4ekB2aA6hPut3Cvc7eeul9D2PrJn19wAezTXDOdpihXZw4T6ixXm3wbZd41U8NAWBv9U5WTppdTx4nX1aoE+x/DGOnlAj26+OV12zXOUXOAHLfDuk8TTNSYdtiuzaY2GQGhk+52tEm4Tg42z/kIkepZycXQojpgbuTt0BZdYxkPJi9vGgIkaJkfxs6BFexrwIh5azmLPrQiep/L36BI/tmvMIOnLZtxiJE3MRYj6IC5bcjxUVpSNmuwuZ9TRG3qTlyhU+4/8bnNt+PMfGHMv6PJ5TrddUmfB14+s8QtM55FYKkRrdYYFwPXOO5eZYmGGWJcTDxTIPIdVJi39rCBkQNSuFOKgF1KAlpQERz741sxSSgh4qhdcqcM0MbqksxNKZ/nop61dxloBqqfPCZD6ujpfOz6+lcOf9mjDHshGH2tPKm7wd3ByDCIwhj3k/NPwhhhQy7p5j2aPDGBz2o49mmwAlRq7REnQz38e+tBprQqrFIMmSkUkqxFFGk5WWX4/OGKr3yS2j6LfxBEmFFXPt1sshxOGK7RjgDn1G5XGu9ECcEm5lKLQWtQM8oktDL8soIysCGGR/lnBfUK04X+OM1Z8HMegqdQWtHFNXzBh1ta+f3KZtlnE9BFtqMhwx/7IqgkKUHtHl4b41Jq+HfP3/RCA4MX5dmfc5NhjQZtmY0QyP92zwBMRSz3EfMavR64cQ8qBzdoSfi8AfMgHXMHJ8vDb4rKsDOJxxgosENawyxjaraGjJUzkj7ZJzt8wKJSNlnDMdWybMRo8tN00+LfDozJ4iBDBwg+QRMbRMyKy0XlJpIREKGOGltEfwYJ1otzjc4JuOZzerVfP/cvd2L5J1633Yb/deU7uruvtMz9ujGWmkN5EsCQfbEBIL4xAIAWEskhD5JqCLYBECAmNC7oL1BwhymfjCAuGQyCRghG8sAjYYBd+ZmBMcMLbi6OjDfg9zPKPud3pO91TVrt67Kxdr/Z7nt569q3uOjkXUWtB0d9X+WJ/Px+/5GovL43r0NSfhZeoKri0whUl4vWwgAFPbzBVeAgDe4g0ucYFrnONt+wa3xVC/Q2dGdErS7/DaNAMyOBopCQFg+8zWyQ+r250IK9LImlMbX8AdAjzASb2ACBss0M8KDEh1TV2FgxSupP/7prgNK0PTdaABlGvFvy9wadqBngUmbjOXzEJQ17eZEFZ1sI/vjBF28BxaRnyjhhAkde75RZGuR7R4jfeW14vGefaPMB1TnUehir+zVnCX51uT25U+aFZVZ4zTFPpKKyiwKAROAzeQGYVWf6uDYZ153RbHDZ4Fwl6kNwPqDANz7QkzhH11iAB3wWM7GOUIJ7bc5DGa9RAmG6VavX5uwf1/J1zKuTVtsEqycwmq5oajfYiSf3SDVekHyN4d+r29g3YBkdIOSThxfFFDyoTxEN7qkrZqEhzLQ/M59xyFzMjMKZVHL6PJ36qFiWsrj/RtIRLsG6U/Ht6sQRDymqZbjwZFHWfGy/MP92HM06/zMKdZPir9HYgq5zOnz3MtQjVnk1APOBSodjAXF6JammprhHntHAYNZ5LvKHreyb6lJqNnTWE12hUPQbpz/9fQ1cxePKAp1KjF4fXhKYh0iPdx3dMjz5sTMLyLD7iWl/ZkGUJsNN6o2rnDQgq3uG843Uizv/yyMmjSkMvyidHgo9Z+PosQRV0P9zBWTM6+xgrXBSumhkKJQfFnDEV6PUUgZvU7NliZ2qxZKDk/nAt+1m87Ozw0sNMFkv33UooZy1wcZ1V5HFuT8Dg+lcqB3I/FjGSjWWYB15TUKSC6LLYYJwdO3RIzYV6alN9iwAWubLyWcbNIdZzX0vmJ5Lkr5VK5P97hdSXlMSUxAHNhpCR6jXMwWl5hTTMsn25tTDvZk0me/QrvDS7KkvW6OuS8ljCMRudnD5jk45EcPJQ2qSmS+URj786Y3dK0bPV2SpKaQb1aCIHQUUPHz9+Ltre6GkjZRnWNcztLPRZmH7F91E6dNeYYu5czdRdTTWyXz9mmisdRTx8VxHQ/6359dlwyt844KMwRcwoPFDy5F/iOyJgJpzqLyM98gesSbZyMYfOqqPntsDDXdbYlHq6FADxhhrBHYwMf4L70ujEBza1DDwjfRe4z7cSHMQJ1UfNhslFiXvLsYeHh4xUTGZjKuk6VTDdGvY9Rykwy9qCd4WBmT2VYfpA8F07x8kmqTc1LDgpNrMdVLnfIOsdVIrmphkWCR4YZic6c+sr3kcgdMsayT2w8PHEs7FeUoEe0DjNo6qGybG3yvQFkWM8w8LKG+mxCbqo10KiukrLCbt55x4dpW2KCwyhhkuCrmyLvezDXffJ8RIx8pVFSXSOj5xCFJ91PUbJWDFz7FLXcSuOL+Yyq0Y1A2k/2C1vtjo3qb41toW2HMCTHqJop7STcP1yJqNWyL/dbt4FMynqGWAhjgOL04t95xzX/UpVME5qaXtekt98KKy8LyKfaMCGkGMB4qD1hhlBDLnGiFzMbl5guOb8eaOfYnmBN1f0duqq6VcRwlUioxwhQQtylj4NtlF0V0MZDxHw0Gh16pJsvhc+sT64eu2bgxIgMRg2b6ut8aLOMYvzLxsQCDwVPEB5nfU4VnBWeX9kFwlpRo5tUGpOxKiTAZ0znxKGBCUQwhyiKthADDUkwtSkTyH3wo0+Nk/1lmyS3q6Rh91fXdz0GFeg7DgoRQ36+5vDRpgVlevl7Kdg2iWp8J/tVz8Oc730yyMmC9YZ6z2Rt8DDx0nNYJmfSB9p46K5bw7Q8355jTN9Nuw37W7Vi/3moKXxqrquoz6WuoTLOXIa0q+hTvI6f83n8mwyiyqIr90dIfa49WYZwX3IZKbeksY0bItsHslpFFzqgVtcGtHiDt6b+89Dv5JCzaeoKxePYDy5ONAavTtfV4mrcgxJiBiGtCqfnu4ACGVH9B4Ah1cXmk2sr2hf6s1/hJQidKKFhqmoGkAHINX7lINBn/qxz989F25uGsS4Ryjkmo3ab8yyhi8pwqcRV3VY5Py28SMgkDiF46CzkEHBO1AC6ESmJbRLfAXj6a5H0cj82Np/EutknCgusxcu5J6MnlKR7ZnXq87PCGhhgMAa1XMKWyuRzgZPeiBnSHvSiYiyHVQKjwTPAYV0h9r2tvBNNrsWIVOAJJl1L1XpVMB48boIGXNfuWrwqFXQJjdgZoGCR8vk4x7URtpyfyzVDE4yKRnfW3kyznXINbU9wHTZVVThm1u3hRXNS2Bs1cwqQZdqjTaMnk+N5LEXyNK6EgbMqiHCuybhucIaXuDJN5it8mfdIgXe0nCadE9gf10DyGaN2wJxWpIleMW4mlX5oT5YhqJdRxFZrzLYmHqju8zwhumi1YVpghiCZTO9TNzF6RexNqp4LkovPIxH6nhvdP8MhoVag2sv01jA3cskhabDDztNQhzmYMybWWHotyR4yuM42Qjp43EBGwklCZGulU3DY76A8IxlxAaapH9hIBNmiLUXHbokBD/QhxrMcHGeqCbO6tT42pvi+qHHFNYySND/zIbhHnvYpXjPXZtNfp1oDr98rnz1iyI3MK75Hobq563imYmDmgHYSj2NnEJAU1YMxhagFzdELCh2dCEnTc1MjDfo3I+fjOKKL/qH2ZBlCixFLw/5qBqAFOzRqz9V5hzqyq5kXUMnaxK3hcZWaJpg58UfCUJo3nn7Z3NjLLid+fo33pqartkCpjjVuaWtQyU29RI7SCGybg54eOkdUgQ8RUG6kSiPa1jBQShJJvJ33TKHRmtKxQmfZmJ2q8WZNYmMHhQZ1NoP32imz2G0X5hTAPsbxKdbNlOfazK88d2rS6Bu/wRIJo42NRX4ILbLvH3COD6VAUI+FuaxSeqOBeYX1pPZBzhnlOLcWFtLMt3Sl9GhehUHy/l2qpqetGEBpB+E+Y6ZaLTFKEumxFJ4TTJ+dtSPWshgtP5g6XiizUdhQa2m07WgBbhwPLDts2LeMQ4iZT0s2YK6HwaJlzajFa0lcLUC1KW7rdP3k3iVj1JxiPHdV+mstxwoXxLQWQ4sBL3Bt/VwUHU1hTbrfnuPaXGTpLkrkgzYmr00+GCIytK2NVeeOgZ+PtSfLEIA8wdFY08shVQYQiSE3KoOIKAGoeQ/QnOm9pWL2J9Y+8IAT2Hh4aindpQfFGPlMqo8WFJS8mM1DRIzvUzdIZh6lhxHftcEKw1Djm9aSM4RIXEZR5XmtMh3OgTJejlWr1DFIiFAHiZ/agA5pNKxmprgw5zbORT0fUjRpnErobcgXpYFYPLg6jyS+hCY0KCuOexJMlkS7DEFYWgNbmR33a6W1PqbisEktYH2GSsexnrg2d8Ao94WqeWRkTAapAoX+PdfG0V2PNyWxH4LDQnX9A2PW/UL4jfPm+9JjD1Tq1poClRClrzv2dBeVl5ForvoM9pdaX7QL8YzzTDA+xysdetJNn08XaOc0GwZUamQ2YeHH9suTZgjRKEask9KIbkRKOlxkLTbOA66EmU3DwTUBmRp8W3uz460xEAWoXVbj/WwJo0mHng1zqla7e+iUCGqwHA1rGhGZr3kgPfOxBr/U8JmqyYrl11qBM2Al6pTaKVUqc2J9BJ0H/Z0l6Xou9W+NQuWB573VYaIhfCbQKU2giwwX0QtEXSk5HmcI6woSrAkD89kI/DbjEMD+rop/jDMCjwSmVBghKR93MMYG//jW9uiUqZBxRaKhBEilzJ2coRw4lfNvKbwSGUIF3ZX+MW8U4AGMqIoveaZbG6969gSizPfRxOpjTtXZV1sXr2ejphDbUZqeWXt3mp5HP4cL++FjM7FnEkP3SMsMYWn0gg4yc/BhTMKnIuumBBXSkYAlTh9qT5YhNMgE0XOweCIx/Tt6gFDy3BQOTPc75jaKOcOJ/81VqwLqRdVqZAAqtT5hxEtc2bUjWkmB25qPMA+ESvtWPepADMJYDM5M0cv8N3yPu0x21scz3OQIZzijqlJgA+b6Nwy1dF21osIvi/FOa8SyMb23ak8Z8tHYkBwZy7rMkwJB8r683vleGpTtuEtSNNb71bQjnKvKZbAY6yORppvyBS6tEA1VeZWk2ccNVibxneODGWh1X7Zw6NEk6RKXEI1+rmf5HiNkpdoRfxP6nLVBJRcWvKJXb3AYUzSrdqfQC6v7aaOLKmMgEsZqroHaaWI95vHtxg7dsec5Gofay29Ahlq5Hyu477jM9wG09BZn+BBqcGdte23n6gw3Zuw/xzWYN4yxR7pXq3enkuk0JJXkd5BMrCp4Zk+tjUNmyQk4EYI3eIsV1iUi3TVOMgrOrbNUF0TI7Dr0WPX5fxeCnGjQieCh9qQZgnLLOePu57Raxa/dReegJqqf/FsXR2GMOTdOEhXe655R+hwnptWYZuwFUaL1Pk6l1DiWFsOEANr7zEDt2Oacus8DEd3Z1NMbqEt0xlqvdZ+cyH3uGs7dP33WNCrVsmfqs2aieenFw7+51tPrxmrNo+fKoabzq+OeU+0V3shEcdpfm48D0bS04bQYJ+tEwqLPUXjpkNF6kL5TIp3r15x26V1z5sf+T9yEZ8bzUIs4etx3UcvSZHBxDNW9MQ5hpi8qzZOhT6EvpSNjtYfY76mRfpzcU/VzuJ8XCEDnmz+mbqeAB10AebB0faPL1bIYLgFigoNNirp1nuEG57g290KHf3xBFQ+nAcpc/FAXQAcIgywqv3jNpUKIhdImVbqXuEIL4uq+y8Yh1QFUpdW+/CoNdCUTjdtSNKHciGREMdkGLPcfazK/ZH7iLUbcbxeT+3kvpSFKLtRUNM+UGktzPx3+uMBVSfW8mknh6zDBOLghmnsgSq+8V4mMSvURLgBy5LY2jR6OzwXqPPMr2WvLov2whsIFruxzzc9kcz74oWe/NEBJ4buLsj/YB4+mdxfjHboqlTcSrJgRzwS1Rt2DQJ1emxlbyVQrbWtIplmo3QeA5REj/GQ1zLuS86qts3QuT9wW45lcW5OKLS4guNDa7wHAbSNzSC3tGoTbPB6mzhx6U6ojEWP3kqXi0CHE/tnxrtRDCJBjcVfWuuqXuIAmB5wTqjg32tiHS7w0+yaZLWkO14TP5TiPP02ZhdfnWGSj9gPtSTMElQLZaKRk5CG5LP8j94/ePtzAis+2cGOevoOpfumF4fCGwxV8jyZMo3cNGRfVWOLP1CAoldKTRQY3kUQOSdIq9bnH+UxNA7TV77mkaJ5eu52VPB/SRJZlvDwYxOC1KBANeDofxKIHWT+bx5I6QKWlQ+6J0TnA0iUcmLfYuL4kekoA1b6hkeVqTNRaxXNNYUU+i0yQu0ifR4eHORuCM/YAZ8DXkGeAAodLqa4d0wjv0fhTW12bBjtbnCdqEGQM6nnHd+j/Q2HyrEQYWy0Ne1yFOjRUP5iuK+fM16+zedJUHGqPJKNWd+iIvVt9FIsLmnS/vL+mJbpW7B/g0JTG7ajnXYuhwNzzwYr0+OLfCpWzH3PBobE9WYZwj6OKwNXGTzcgkTArAdE8P+66mCt81QUp5hNgkavz2VxMsh+tB6CN9orT4vJ3ipuSmZ5S2y3oeaMuhsA8nJH7OFYufPou9mFZgp4WgbAAbkhTiQMpMFkJgDsqnlZ0d2MffO7r5G4rbIr25UXAgXlpXbUm+vtX0mc59IvWg3RqT6/R8V3UMQ7mHKAZKudyGbGZl0uqpLgYfaxQicKBJLA0mPu8155n8YDS8M6AIoUaCEnS44fP8OeN83s2GMzZrxh8SUEqR8v6+nJ9KlgwuXAFqHHTCW2du8dPpfej3LudOnjoePK8aMT9rl6vieHc03Rkn/46JbtK2xx/VSBKriON0Tk9KuVVJ44J1h3XvKOrp7qX8j2cc+5TuplSeCITo9boxmZ/BmnXXZfnTeuQ+D6d7rfYPtNn7Y9mixAIDyoXUdNXZIJPo2deBs9Lk3COD2DKCLYNVlZARN+n6WQJTWlOJabXZVMjFaORucg7dEW1HasNeI0X6NDjJaOr05irSA8w2AbIzCmZ1OtEkF4t1F4Y7BI1BT/s9UZZFMlVJZQei8qzSBkf4wI4t4QhznCDK1wYkd9gOWFCSkh5rUJNzGUfmzJuSuidlPtU7yI7pNb/KWNo04A7IS697CfWOvASmm4w1BxZhAp1jlh1rer70CLRjjG4NwkjnimlLrDDO7xGhjm9ShkZnJbp5Pyf43oiQKjQQIaT93stJZOgLwrrc+EnFaGixw3e2HOWwpCd2LpeTmFpDi7Rpox9QCsFcijhtwbLKHxokJFM7wYrgx61Tolq+woBc+x9YWCcQwpTsa1Os9a7OxaIsXg7KTNYlshz3e/RGYCFoM5xjRuc2dk8xzV6LGxN1nINBQsm5QM8Qd/N82ODu1xoGo1JPNaerIbwUGtlURRXj7CCGvS06hY3JdXgOeOTbvCYqiJieOrzzk2p6RooDZKwMZilLZvq4DhDcrtasqqjHxU2q6XUcXL/3Hs4l4eC4dSewk1Me4l76Hwovvu+SS3lhEhHui6fY5j1PtTQBp+lzzzYKEWLiKSQintoTY2h+XsnysqoFCaotFgl2LGYjTQVXHKfBHJIteGR/a2Yz/cg8pGQW+Zbds+IqaSnDuPXvkXmN/0/GEIlwI6MUJv9/5kB/Lp/IkQVtdmaUfi6aYGlOE6LR5pxTNDxRQh5rp+MC6GdLEKkqjk9Jt23GK0k6qF+PNaeLEM4wr3g0C5pxkhNbnAgLwAjk4kRMniLTEFhJLaH6hQwOhWAGeDyPV5qcBx84dk3Gva+xL+yCGXtL+s028ZMJTozRGie4SZLfxPbQlaJ6WIX6yonjAW7HSYHxeY41cyjQ1+ilrOhi4yOaXYJB13gCuqiyWt+Ar+NN3hrxvU3eGuGydd4hw47M3qRYZIYZQKIQLDbCj5ho8TOYCBqgWYoTAXiCHM2BAiAxOASFybp9mW/5MtGWwM1atMAy0AuRmorMb299iIsOGZ6EcbQODFyba81t1w1xJOp8v/ZaNQB2N6uzHZCbZpOFGRmWvKU+yQaIQd4tDVhSMXJPVcP37G2Or6EQmz9yv5ZdDvbnxynB4D1boNJ3gddp3wuPFIZ8Prk3Bt1WUqH9OjirC6uhGopEFpL+Rwuup3Z+vQ7oI4Up/amxFzXTUvEkja9KG6whNu034TyGM+Qy2Tm+adBnNqk7o3894A5x4vYnixD2KOxRVPurhghUBvagFo6ocQXtQC2w+5ijgVHtYx9MPexqghIXTbSJfn8PM3RXvX1kRQVh1rErLVvOkZ+nj+Yl0Lm/JfHoZ5TzpcG9RBGA9yozh/XlrjFHQbhc+e9fDRoad6xgN+R4M1hyeXiWSn66Hhn0BWZCf/W/vF9qnmxIp32ge/j3D87dvz3KOD7+lsN8HNzcggOqKq/BSYKzOcqql1MPd0GGxmsSp7sQ7RH8ExELVuN19o3hfkW2AHbzvpk3z+m7ZRjEj17RutNks8UbqxrD8+nZXfI8bFsqw+1ubXL96WqH0rb2JiugtfUBn2dX3eA8H59nqr4pBmC5lEB6s2mrobEe2NTjDla790YGSQB1IvOnDBK0Hrr15ADpZJv9ujXT6mxKxI1jUOAG1mBAmcErHS2SXAM7QZ5bnzzGUFrfTPGjayMYlQ3O6AUuU+zhm7OAzN3bgqOyz4skI3prANBr6sOfTGqj4KTDph4Rgx8P9NJ1AyhTfkdlE5bDOaauYTnEZoc+gEWxQzkDK/EobPUWpc0jCp9/ttda7XfyhyZRr079r2i98d1GJFKUFMeq/vW575yj2gqkIRxNkaBfaMWOoU9tUqae1fxLFCSdsKVrE8MMiS0yDMR3SopfY9D6/tPvIzM5fiyqbQ/9TKabUNj11Er5bsUw89z7tHeTBet66pOIuWPek3m3E5nvP/IEPXd9gy05l3I/5PMQY76Zo1xdw/WDAtag5woB88d10sZ7ecwhe+LITRNc940zd9pmub/aZrmN5um+Q+apvmiaZp/0DTNb5XfL+T6X2ya5ltN0/yLpmn+onz+Z5um+aflu7/eNE0z/0Z5N/ZGSHjg3BjnUhBlg+hmShUqS+aartm9CvKhWFYEkwY3LqDmjud96t4KwBK0fcA5rvASV7jAGitclTq9np52aRuaB52pgCtYaEhidGuNkHHjH8LLKZur1wjnK6qTSvD6bY2dR+w0G9Y3ZkTWWrpMMFjXW05YYo03eGv30ChMqGkuhQKArLa39UFboA5A0jFQ7d5hgVucSZSwpwVhYjKzjySgO96BLrs83HyHOi2QcKqk55pFa95i/H6BPu8Hsf9Qmp/TDrO74dI+U0lbr9NCT5X0X6aQWgghRADGRJjEkdArI/2ZjsIL3+Q1JdRBrYAeMbWU6kn0VJPi921yB4pV6xql2ed+8E5sF2JXSPU8+RreGRR4jXNz7KArc46Wp6fNYHtT7YHsA2HMDyUpnp+7+rXaJ/6ovWAjzgbcP1EQoffQiBYfSvwGhSQAlpiPBvIXxdh8iZcyN7VmcwpPmc1GIekxDeb71RD+RwB/f7/f/zsA/l0AvwngrwH4jf1+/5MAfqP8j6Zp/hSAnwPwpwH8DIC/0TQNe/fLAH4BwE+Wn5/5nJer1AvM+NSjhg/mvlMvF72OLariJDI8mJSIIhRkfRKpc2Mm1ix1Mnx+OqbBfs82SkNpWrISRtMcs+RzVNrw8fvfhxiJphaYa9rXmCbY/fOnxkjP2e7ulR16YwzxHcofVHWuxn+gfxG/lo74n2kEs2bmIKohrIdrnWxDmNO5/aT7QYmZzfcBaZ7EhELGoXEeXJsZ6VUz9Go8hTLf2rDvhmqOM0IVZMraeI3m8NfPq6hlOaMc57PTB5wpME415eIQoHtc100hFp+eGtf35xM+m0KT2ibQ0YGm81deGPZthtTIaJnnjMzWnzFaCc05l3a6gjtEW2vXjzED4PtgCE3TfAPAfwTgfwKA/X6/2+/31wB+FsCvlst+FcBfKn//LIC/vd/v+/1+/7sAvgXgzzVN80MAvrHf7//Rfr/fA/hbcs/h92NfGff0IOYNujPDkmLanvkzL3aWYAYjzLUUNtr3dXzCiFucmQ2iEyljJer9iBZ32wV2vXPmDVbGuddY4RIXYAK6VJ7LdobbLCkwGyYPwRbA0KBty3FNQoyTe/lQ6meuFgCVG6265BGmYasI3HFfMY85aIPj5rhoJ6hhnYQLXFVQmBK7BXozQPIQ6dxyDjaf3N3Oa0QVV8/kRlmuqZcwnCGcMqdq71lhjS/xFVqMFkdByd+1nQyRUKMh7KdFgrygTWswyji2RhBX2JjdhsSL41mXCJIz3BrMQSMzYSESdpVM59p9IMA8F/Seou2H42Jq8k7WxDWkHcbBbUNA3mOv8c7WVYkbYSfugXLgAtQAACAASURBVA47rG+LfSIECZpNsEp4F4Iz5/6WprYf7kGm5qb7bC4lmokrI4EcAst9fonLmvAe5z3CIkxa55n7aCl7mxoK6ZIyHsYdZHfSD1WcEDVutR+d4QabkqSyK+PJa5JtILTD6VxSI6DwNKAu8zvXvh8N4U8A+H0A/3PTNP+kaZq/2TTNCYDX+/3+OwBQfr8q1/8wgK/k/m+Xz364/B0/n7SmaX6haZpvNk3zzd3vf7ciUmwqCajnBrHVOaycm1VL67HxXvVo4uS7qjlWUFFUaZmqgJslq/UZ6mKufs1XHl0MgVrTyOrp3iSg2FQqZSzCnPucztncPNrrQobHqBFRC3Dby7RfJPD6HADm6cJ5Zrrph5q7KdbudXrfVOqbGmOrlmqGAKB4cfRwKbm2F/Ag6vsOvYPEdE5DnWtTCbVOta5SNVulIWvqCmlzsBqf6GvghG6Q1VHoLFatixIvryPcpc9i241zWl7u8L04LERPn+p3aUeBqWqUtPaHc6nwFVsMdJ07W97PGRtCCt/Zs5z+zDU/M3UKfdXa416KfeP9D+3xqK3Nte+HISQA/z6AX97v9/8egE8o8NCBNmcX2D/w+fTD/f5X9vv9T+33+59a/MA3rNary0guuWZJblMkmrpE49wBB3IwWOSgyqHHMXNYSk2qnnLTegi6u51SSniJqypgi/37Cl9ijRWukc0tbrxc2t932yAlJa8FQf/5CG/RO+Ya5xV0FrUgYJrbZ0RbcrYkOfxDZZRlgRCOj9K0xnTwWVrMRg3dr/HOtAgyljgOY77l0NHtj40qflXvIDCLipClok3p2TgttpGt58R5VQoa3eDUpOhMbLLLpts6WLikJo51mVSvcxFLsTL6W/urY6eHVNQH1I5EaTOvzcK8mNiOBFKhoKRng14uxKk5BmoQaywNc9d9wKYeSapFvcNrM+DuRlrgcqH63bZ26qg1QWqxrmFlW89+lpn7XhgNHYh2w/x9hlSoKVMgicGk1XoEiKdtg+BXMQM38HqAWJ7jpWQhjmPIti6vV2CZcY2ZDSbhU6CkpqiGfDZ6a/HstRgsX9tD7fthCN8G8O39fv9/lv//DjKDeFdgIJTf7+X6L+X+HwHwtnz+IzOfP9jucWQwx4icPpoHhVGHXJABngY7E46FWeu1rq/7PLtxaQgbQV3hPNdLb4zJa7fmmq16cBboS3Iy+pf3pjVc49yMzRlGWhjEYOmvAdMOtPEd6r/OH1e750syEqesJGp5/ojWksnZ++CBO1EqcjjKoSIG2+V7va9alEjTL0cvlqqV92ng0A6dQRQktrRFsD/RfXjWMCmNwgWN5NnAqnWUF5UqTuYwINcRPi3GVI0E5vgj9qzFeNjfOQFnIhmmoRJ2KGwYjKiEsnip0bOmhtw8DofjYd9pYK2L3og3lghMNNxqgsMzmYeHArn8J5+jI3PLDQujLthCiPWc3eAUOyzwDq+dCZczzXgHLYCjGQ3ynCyMqdTzXXflkCbr8Sm3szRCx0z4lPCQaoIxdUn+vNYEtA/npQ426QybIg5zSR21/YEZwn6//9cAvmqa5k+Wj34awD8H8OsAfr589vMA/m75+9cB/FzTNF3TND+GbDz+xwVWumma5s8X76K/LPccbPdoKqminkjmUqklRvWJjr66CleQ43KzR88O/t0JQQPocql2jNrQxgOmjMtd3pZg+UUSN2pA00MwVPEChKRSkWYOwUJzbYQXrIntKE0hNp0rralcS2F+uMn4YgU0SrrOulyxjoWPDsFi7AvTA8z1IfdP4I5DBU5mxgjUMB+JC1Abkx2rzv0mJsz3KOTy0LiiOk8IkgRD5y/eR1dSq9kRC/CkGj5xDWAxIWzmMg2PHtdxAJi4HC/giSHdouEefNp31TrjfJhkPlOvu2pzyEdybWNAW+X+cVi49u+P2oOO32wXaX6/VF5G0ieOvRMmUGXOHfxdml9sgWl2Xc6bOgDwc72GxL7rd+j6XTXvum6P7/vvr/03AP63pmkWAH4HwH+FzGR+rWma/xrAvwLwXwDAfr//Z03T/Boy0xgA/NX9fs/e/RUA/wuAJYC/V34ebEfF7RQAmP8lJkyjRPcer9EiG+s62+AkQ3X1NB5kGpHnkluRcKnXyhlujbgSOolEVvuXfdV7y2PEnCaMYD5FToVt400j7ot75JEUtjHpZ2YlKdnyWiUs2nzT5CCp+6FBixH3Q3ZHvUlntqlpUANqqYwEma6+Kolpf2joJ9O7xguTkripL3AFwhkVhKcSYenDGisznq+xygbbNtn6Z+2w9uTKa+gQFBKqQ8q1Wo1r7NquUr8V3yXDV8ZPjeIcH0C3S35vWk07YnHsrrmn5xk+JAOgUfRDgfp4oG9winNcmxZ1dKwxKxtb56qVsWlajmz/cBvbUOoZt8gukMyfld95ZmOieyQhI54pRtVnBkA/eM+GqsybRnXGYSChCEFL20f5+c7k5uDMiN23acAdHGJisaaluP1yXt1DzQ9NFO70egx1kBcdWCpNbwvg1AP6XNdJaIsR2zz+ymtZyZCQDsd6XQr8EH5ijqUlPHFmzkW1Ms2txYgffv81tidAOwBt5wxPtdfH2vfFEPb7/f8N4KdmvvrpA9f/EoBfmvn8mwD+zB+0H6qGAXWswaGmC68qVS3JfJ5bGd9F+IX/R9cw79NC+uhqI8DyiV5JbfZdyatuTa5JMZfLFKvM3009ir6X8bIfvF8hnCi9ODy3mHzukMfUc+mQNKPrSiz3MSMgr+W8fc7hWGzv0J5kJrqE48aUOGk3mHO5pKYKzGts7E+8z8foKZj1uspoWKXNdh1rRDubATe27H2WbP7yZw5REG93jTaTJ09PMXXe0H7uMG84tziMAwWJRqTKiSIao+Uls/8TFuMYKexo/6JjhL//YS1O+/lgX+w96vadwnfJGBQ1Me6vVsbMz5xOTV/WYgA+AjiZ9vExQ7K2Jx2pzMjJmCKYOT94OFTtj412A0oWvrkHK+fIQxg9E1oMlnyOi6txBZd4Wb2r9m4Y7T2v8A5nuMFrvMc5rvESl2DmyxEJSGN9+Ev08270KEw+E/AUAzxIhDM0MtskPdQ4Zh7o1HBXH6YpXHCOa5zjgx1EJrRbFCPxiNaC8JRI0A2V2h6frxDQpCaE9IHMhlJ5bIRzoh/4XObHhLF6/vFHGMTHxoJDPXIAFF1B1W//thg0OSYayw16KZKl4duptknEuafUXKfeyB2l9JwlyLyONzjDbjsfc9HJemj/Mt7dW7Q8AwRf4Z31ibmpdujMsKruuFxTzciqhac4rg492jRiebKp3KQ5DjJuzrOlch5k7Q8QYO595gNbIqeQJhzL+7PNyrVPhZIofXPv6LuUiVUMTfKMqYCncI2mA1d6wXfR/ZX0K8/Vzuac6VNUYKUo1GEHfC39RGuurNw3D8UasT1ZhtBgXxnUAPW2WNrEm5EN07QWTAqmPsiEOpRgKAbJxmt2RpB6sF4tg3/yxmcUtdsG1B9YvUdUa1DJxlpwI2zb/N7KfW8meKuVuTAs3bZkLclmL5zcZ7ryceP3WFRG27alB0Yyu01M/MZ5PcOtjUn9pZXYq61Bg9kUqmHTgiJR+4gMxbWIIBA8kgpk+zwz8VNLrXHjxmsMVuFNq5CtkOtdUMCgh3h0ThgHN2bSaD9nC6EvO9cxelMpdKY4cVUzmi0x7mYsRMefQ4bE/m5KDARtbtznlg1gdAgyagckWPRQqsfjsFltkxvtHYvCMLh2psUn5Kj9GYYwBo8r+xy1LTF6p3msTBYE1bPPtM4UBaLDwMr0/W6js32cahsjBRaeS8KH3EPqEsz3R61xRAt0QNcDY4pa++fZzYAnzBCA2jtBP1MXwINRr9DDtLSF5LI8lBhKOX5vm3hnqh8NUvE9xM+dFMeFdoZQSexstGFVnku7gzCIFnLJvw/FLUzjA+auqQhO2PRKBPwaZ8Ld2IM+/bw2oQ7ld3jCcxgdkmjIUHld7UDgO6Mewzj7N+mSSqEAsDt+BgDmvZPx3iytJxSJebzJRrzeq96d4QZpdOyf9qioYSbptzEHYWK8VvdvJAYR7jPYU72MQqQy50+xfg9t8thxzQKqLq2R0IzwcpnUZPjM2Nc5/3+uFs8MvaS4htGjrWrUGgYdv3sC6hnVvcf5V0MuhTzVHBjsWe33ouFVhvEiXMT107nLnydjCJTYNXU84BqGZrHVMxr3tvUtAY2U2dUcYp/bnixDuEdTETq2LLld2nc8ZCoN91iUxGVZCnqJqyp4q0X2GdYcL+qKp4SVqWoBGMHjjy6EMxqXmG5whitcmHS7wK7AVEuTKnoscgGVNJQIZZ+DSOBvcWabt8VoOU24gXKiuam3TxwT8+ybO+uxaFmx3GFSJuyqLBP8EW/u287UXk3FTemXMSDU0izlMVAKjdQeY4wgp2tpJhxO7Gjk1LTGgBOOHRa1URlFqzm9swM7tF6timmcX+ISZ7jBK7z38aYWN90Z0phX/hrnGNpsFFYX4IohJY8WznmNEjzBoaZ+dgbkRuxdNddcR8IgD7kWvsMrtBhKQahV9VzmJOJ4SUw5rxXkMdRzzu+5ttRY1BWa7zBiPXZl/wzGSOh6ndKIm/EMdMc1pjA0FbTH9Vsc+9zw/HE+6FzBNVxgh0u8BD2R2FQ7dbgypK5J49R9lnvoeG/nXD0aV1jjBmemaXJ/5dgWh3RUkyfkSriIkeOOgvhZtnvfA+iBr05+ZGLX4l7Z4A8vUvn/96aGNDYP8KjhIb2HMIPCSnPPPmQM9GumuLpy73ho56Rd9cKgtMayi1HC1cYaC0q4Y3MDlTPHh8eTvTus6Hsq9pTW8V09DONYq+5Rc8hjn2pXaiDjPbMSD9+JqcF52vfpuz933FU7MJdzfRuR0Lcd+jYzur51d0fWoOAY/J7aWy2uve67uC99zmqjOvulf9djmo4jOi1E4zWbCjAPpYWOfz+2XkCNwatffbw3wjAqET+A3kzmhAxM58+C5tDZXtP7Jlpm4n48/GKDuB5ofEfco7oH6jMRDPMze0AFxjmIdMB81mdtT5YhHGE/WVzF5CghasWxEdnQkgu49MaJ1TDn2D2Ndm409ud4amZKtVQLqWZvWJ5wSOF5a+tLCyZ42xm22xYJM8cleLbEcUjAKYDTfQjCKRJOUhXRJVIvGeoRjRyrbkKFNNhYN7fGN+u0yXnM7nWi7rPRy4FQnMcOZGO+Zl/tsTCIJsIlNv+ja1scg83rkN3sspbIw518bphGnE2MgZFxpJHZbDvTOka0uMYLy1T7Fb7ENc6xwQpv8UN4j9f4f/En8Xv4MbzFm2JI35mkybletH2Zrx36bZ6TbIlYTcbEvFlMsq7ryLXkWC2ydzC1JxePKY15vChdeo4rd1ulsZvaNPf0Nc6NyDD2hWs7oMUFLsGATK6fw6O5P1UGzs598Cm4vChutf22w6rNBnzNJjtpxa2Wf1PCB2DnXDXy3Ac3+CsD53e8lu82KEiNyygR5wziHIAcKMhkjoMxIM8G6/YPzVvEczqixVXJbcZ+XeGl0DUa5wec4XaivWAA8BF407/F2egZhtXl9DFG9WQZgjYavVTq1JB3h0lGm1BNiOaf1r/5nUoMngo4VdcAtd+/YaKJSfWWZsjTZ3IzEkpRvNPewcM9oMp0mt8zVKkQ2HTha3uIBuXUm2Pu0EXJjH7RcxKg4b8HDm++vwPrE+zQ4bbYVWJTqMEk6dJdJhWr1GVphAgJh0x82YkJh4CiHNjnB3/d5vgWHnBV0Ym5A7WUGWsl6HxMNZ8aUlTvFO4Twi+uQcgah3w/o7yR47S5T67l8bdnmPVoWs51hFpVGKA/Pb+PNR2U+Ki2TAb/kOZNj5k2aa3tAVFCrsYXaBxPMYUyMjkSWdpBiCYwoQY9kdxzrTcbQv3asMeDpjLIvCkNqrXDVs7DsvrME20OZl+g8KsMVcer87DY3qMdpnB6hx0eghOBJ8wQGuyrCVYixU3OQ6V+1FTH1lLs3eXfGs4AXIVzhrCsJlkPyEIkD3J9NqZXoGScP8s5+rP7Is3fHRgERYkQQ3PQ3S3JZmjhhsS4+din/FsrUdXGPW1Uj7WRUUkHKiIDKDGfQgibwhg5D0zsFxkPpWB10+X73DPrsJ91a2u+M4aghPKgxCn35z2yqIKb2OhBA6iQkMs/qg1ARQybi5C6gk4CdfnFRVHxO8vLo/BfbI55z0ACpeyjj43aRJ2anDAFDcQkUJ6Lh9qtR5M/BI9EqDTGi8ylj6ZjRndMu5YU/UlATNtSHozyIusTHRboJkyim+sLJDOh0zOMgXf5jHaGIORstEGAAIyW2PslYJJMVTXjCgKSAEHaXShsAa6d0L7AtdKxcW34nfVvzKhnO9zbtVwzXcND7ckyhD2ayiCUg2ycyJMzU9rRWAVeE1M+M7KUBEShFh4a1phVQzKQ1Xqq2Xy/Sk704da4Bh7w3rbftPYCcxkxKZt9N1NWk8/dyfj4ey2EKoWN4sF0h4lkzAkDuKSuhIpR4+wH14AxHS1GM+zRy4PzOVceMDPWRW0Ehh6yVMFfjKBtZc3UyMx5bDHU0NHEtTBDT2TkS6yNcSmzJWO7xgvba4TESHTU4N5itKRuNF72286exfXhuyldMlZAtdo2+d6htGnSvdaHFhfUDOncTog1/6fbNPdyK3NLOEsZBLWX2k6SIVXCoBGqNIZQtLFY71jdwjVGwfbdjJTM8XGPUhhkuvkVNnhRUpNr8khq7We4sawBeR4IFQujHTBjUBamAIesyBh4trg2dXedabFiIGuEsBH+JtxNmqL70ATWDsA2exodf5oW+1KngEPtyTIEtrgR56CM6PEzJz0D6nEzVfF5MHTDalMCpn1LiffVxip+z40T8zJVfUhDxQA0ClUlkem45+ai7ufcNdGw+piBi4f9kEEQcA1OPWQOPUsx50ONBN/fq5HX8ZlTbWjSDH6Q9RsVvnE/d75fGVfcR/q++J2u3+z8oz7w6qo5nd/06FzV19dMnWsb90Xdf19f7ZtrFFOi/TB0OHXYeMgdNUIinztOH+9US9Proibk1z/uzPC9tEPzoWNvw7y1YX0eut/mp0dJxTI1Kj+mGT9ZhnCEe5NSAN8AGlhC3I5SXB84ZIvBMPyluaTle1i6zjWF2rOAC0Wplu6nG9FSznGNNrk1gFoD7yVE0KG3GAX2MbqBWuxB2te1fwWTdWlkYdJ4fo+r+nzPQxvjiFJ2quEAupJSsqdPNVVfEoEz3KAbe5tfetuskMtm0n7D79RYeYULK13I/DaaNJCSvEqVmyKlLtCb1qIHnc+wlgqR2+Kgp0qLEet2VbS6Jd7hFaht6HzQO4XjY1psQhWWbM760ZuQQEy7O/boYcJ5ea9k6OIc19iUGrsKKQGuBe6wkOJCCffbhRnLgQLPDDB4knOkOZrMNdfIkufy4v73vebBdivZX/Two12P0Bffpft12a1FqqfdryTfC2ktLEYkTWEa/c3IeF0n1V71/xdFIyB0qTAqcftKe56Ng0iVpsl1I93hOWYpWe2vQs20QSlzUnpBLVe1aq6SCWIDgBE5hcUn2P6gE0FMGjnXnixDAPKEaKUzILqvuWSjB5fSDY2O6l3k+Wk0GKgFjXBAnchNOTcPeWxKgKMLIg9MhkY6Oawzuy/Bq6fJM3w+POCpwmrhgXTUSPT66hVBO1CVeVbdHNwzg/DOgBbr1gPHyEiycW9pm1wjp1UKopag8NtcX1UKjDCYPldtRA81m8s0/YyGRx0n98/cOLhf1HecTQ282fGgZuh2HepUJ0oAVAtRTYTExEpQzhpc6z04hWRqLdkN+/O2Gp4D/QFq20GUcOel9fl3WEt+XfzM/3UJn42xFarReT88JQihPmNK5XxGOFHHNteHqIFFZCC2OcSCtMRh4DrIVN8z+sQAt8gawjh9NpnuQ+1JM4RcPDtnBtQNTGbgeGsy6UCllfyMnU2U47HuUULDHuBSJolezCAY1fe4CRhko5uN6a6pnrImgFaaOhIMGKjtB+uSqTJ/XXu38G8Pcqvrs7pxai6xHAOJPFKVcE+ERKhF0UWThc6zxLg2JrfBCld4aUxXja75XbX9Z87FlRpJnFc9KGpYJdxTqd2RLxTXRSPI8n1fBAlKWHw352NVMtAoUSZefFpcPA8xhNzXrmhiXsaU86UCjM6XQqCaVpnjW2KDs/MbG8cRE8klJ/ARltDWYjCpn7lwokDAvc6AL3qPxe+VUcb3qfDG/tuelNTrs4byA02fTeLHHE+ay4jrFT1vNP6H1b3tubIvTMCMdScwhZ01eDJ3bi/nTz2xHF7mPuD8WRZYWYNJAswtgO8iawiD0kLX9s5w++D8PWmG0KPDOa6Fs3MDeXWraAxV7q+SkKvLOcmUSguAH6S6jrNLpDFHyrIckn5bc3YSOr47gWl2c7+0atIICdvPLzUvixTcCIFysFItBTINdPZUcf9ola4Bh9eAuv4un2+pgEvbYWE5lDKjy+o+C6q4ZOnEbIEdLkqk7yGJkQnx+NzKLmGu9T4+StEkcwme5I3j1MRyNAqOZa70p/IaAbAa11YnONleyl+yYp7GThB2oAGd8zQbS1HWWyU2dW/VeYnXHWKInKdrnFfGz/uhNWP6l/jKYAfdJ5w3IDtItBhtjIQ0NMqYmgnXyN1KeyFqvrc0HkjHxbkmRLsoMI3WxjatNu2BoWgRunaApffmmtMJgOvwBm/xY/g9jEjmNUaIVoVFpqOma6p7GblHm+pClb2txBx5Kd5pXiPun00R/NQR5ganUFiO90cNWfcdmWWPLmc63SIzhG2ed8YuMGr7IU0FeOIMIR/2zy+mUkvzcZJTRVj83mFynT5Df7OpzUD7MKf+838uvvb1ocV7qNBLNMzNbU42VUv1uXo/MB/NPZYSmgAsd0/t0lpLoTxgsfCQ9nvOY2VuHpSQURJiI2QWr+U78nPbSrLjfUcy/nZw5sJ7OEaVKvUQR+HEpb/5FMixSlkkBnPS+xx0p/uW2HXpkA7QPH86I3tuSO0qoaZOaa5j4W+F6LjndR5UE50z9KtAVUniYbxz+7ZqIQZA+8a2LLYdQkRzEroLi67pq2eezg3Hc5Qe6Zs03aPUPPN7/f1sczDSIQ+h2bUea7jqMXrC9j3Y7f9otQZ7MCoWyAtOQypVWEqHWhhjVzb9B5xDC3to+mXAS2Bq4RJK85EAUeqn8e+0RGoCwOp0YweiDRuAqiA5/Tmurd/E3Pme9W1Rx7eNaQeR8G6wAsRPH2Ahnp3BGCoJ5r64OyDbUfIYCiVoI/wYAdko+DE5UTvrbzB2bQEY+smGJ3GlT/gGK8vVAuTn0MCskJb1LwHY1mp9K2vCsVC9pq2iJuiu8REqYnETIDPE+2KcXHee2ZTJ7RgTwDnUXFeUqBmZqvEJ+nu3XWBxvAPakj+nrRMyUnpVqX9TIKrOYDkPetSI7Q69GbStbR0KozuoupfSLZkw6wWu7H++c0TCb+PHKzhLGRDng3AttZDsMHFq88h1WWMlhXiyYMcz2KHPwkbr+9IT3IW0EQajurZBZs1CSxwXU8wDLJm7w7fw4zgrz1b68Q6vLItAfBfHb4yKnx/39r4WGTJkyvfa5jDYqX+JK9u7XJMbnGKBfF5In7J76gZM1Z/nZGf3Gqx2AeA5gLaGqwCmbv9jqyF4gApVVMAlCpWwopShmkWWGGIUIaWD+SI1MVrQ3+VG3bkWpX9Km9HzqYZ0CgETO0Ib6iNUfazwzMH6dSjCMWpEfNeI1mCHqEUcGheDYaiq8jtKoZTGeJjUW4JzyE2rEuMhCTESex23/j1ZQwY3aZCTuumRsPSe0oRjiLnugdovvpasa+cEu2aihfneVQk3pgCP2kZsn+N+SuO4pmyhdpCLM61t/VbVNVOXSPbzkOY5pxWRWdiZnIn/eFAj0GDJmeEywQfXgX79nhFgZUSbsR06LsKdqu1wPBwv5+xQ03gS10JUjdEcVlODM9eo1l7qDMxsk3505Uc9zNBOxnOoPWGGkNsCuyqDHzco8+SQ+KuBkrYHACbtRRWNxrKqhGP5bikHKRpyayY0TK7Lz0i2wIrnDtY/podIRRIcveTg8V3lpTLZEEGK4YGOEYpxc1GDyMxmPs5AN7G6nQK5utjxp4y7d9jh/GMuME533hZDcQl2T5pzfKj62KHHC1ybzSO/a6jmhu8j4ViJZBrnWmHACD0ZEed8Mco1OVM/eXsv78kMjrUOKCHTQ419ys8u2iG88I/aDJbdutQDcGLBZ6qXG434qinqPlOPMEJV9KiTL9wzLaEEQe1KQaNrw8oZtcu6Few7+8910j3te4GuvskMnfxb50UN7KrFxgAqIOc5opZszhtlHB12B7ENDSplsNkSa1zhAu/w2uw7zDjwuhQAYj+p3S3LT4vRan5om5y7oX6GXqdarmq2To8WUCGIyITOnQN8dZp3XQcMyNrBCYAvvHgUMDWsH2pPmiEYwYSrXNxUqupxMhlZyViFHRaVlETjaI0Pt+H7nXkYkOyrJpEhES9+o8/o0BsjAty9T2sHJ3h+lRHuDWVNYhBaCF4tklb0qFJPFFZxqyUU+ssH28PYVkQpf+4amGY73R0/w6fnRzauNOYaCOpbfYYbS+vLZF98FhkHDXtM1UDp3A7kTPrvuSycdGGs4aLgvkoPkQOxCIBHrNIjjPNJDyMn/psydq86xrw5JLqV0DHmvnRCTOt18dgOLWMZveqUKFQal6aFSHvzMnqJK4sFWWOJl7iySFkNGlSpeUCurnaBq+pcZT/9haV7IFEjJAW4s0aETZUg8gzpeWH/OdcZMtxnjykE+0+wIfBcURtwLcDRgA1WeI/XRjTHMkZ1eDDbhwgNkSDPvZ9tbqzZjdUdB5jivHpf+VxrudDZxCveJVzipdGxEa1rBSkXd2I6HM4fNYWH2pNlCPTGj66U0c3PXVA7I7LEXAe5h40SO1tU59RzJmL4z+TBOAAAIABJREFUPETqy8zGd6nnxJwKzs90w8w1hXOiT/QEbpJ3qDtrfG/COAnNfwgGG4f6YI5pCmno4fJUBEM1D4MQWaD2NKq0qzR9pv5f9U02/5xaPmkz/voYajhIISJ3TXZYjn1aFQIbvdTm+jAHPXDMc8Z5L9Ze30eIhkRlsjbl/yXWuPj0tZ0DagzTCPKx2uPUIHTPUksk08tz5JlU2V8d0wTuog1gxng88eiRsco/+doZGI4MXNeGeyynG/EgPQAlveR6Vts0+Gt0LWZ+39UCG/dGRTPSOLs39X3uBeZwotK1zNSWdR84lASsT44ndChCw3PtyTIEwNVDx6hbm7QWg/l1j8iugGpkzDlO8uZgUQ6AEv5SNk5XTeSIHNOgBmcuVo8FrnBhfdlhUUEDPHwtBpzj2ogGDZKM8iQxs6CnUkMZaQ/M5DBSN1UUTxJCXuzLW7zBuhi8Oc78O7MUhcYSI5Vbx1I5b1qEZtG56n728Q7L2zsAQNfvsD7JW+sCVzjDbXXIMtP0bLMct8YuEHulBmCE5NghK7rtaclUbfGwaTNJV7SDBfocBZ6KtD1mKesV3uHVx69xhlu8+fSvcfZxm6ukYQNN871Ab5ASIRlm1VR3ZfXE4RoQalCpuY6R6WyuzL6Q1LDrtYeruUio9sw1zq1WNPdjlvyzFsa+csVZU5rxLjEQtCvGWfUeo3YWCaYzF48m9246A2mR4ybqdC5jvfeDZqcM8D1emZb9Dq/xHbyx97/Gu0q7e4s3yEbxjaEN3B/UaZDmYaoWozOi46y98NxlN8+lEXkiA0rwaVynAEQNkOnGPd9Xb2dQbVjqOrzEOsNFZYo2WOErfGlrFPO2HWpPmiEANWHTRoICTA2Oh1zZeBii5KnY3/S9tX1A027PESES1VgPeq7+6UPq3VymSO9DHdquGkM0iilRmpuTOamCUpfOeSPTn9Pv3mN5e4dVv0Y3upGZ79Sxc5Oru6a+S26cbbV95vA6zbYHAmNxW9/XYkAbICs+W5nlQ++ek+6jNsnPOB4SWH3XdP3GB8eqEvReDI6ET+m5NKA1czKZGO0SE8gN8+ePkEzsn44rNu4znYt6TAMeK17E93HPU2B0FIHZjH2PaNJL9p3vJrpgcGzItFrvTUn6KM9sMVSuy1G4tLHBXYf5WxkUP/V5aqv3qD2Pr5iDrx5rfwwYgnvpxAlQ6ZfBKIDnMOHRIqZNAzXLM+YSd9MNo2qgRnRSEmAGxRhMdNZn6ZHSGd+pKa+5yNxELYYssfMwDI9z+ehd1Mvzs5ThmgjgcA7v1aYHeC1wEyUwtn0CxnLpsx44/gg8+w5wcnWPb1zd4eXXt9arFp7bZYEeZ2PGp/m9wwxD1cf8hx9KfsagJzXAcn21rsLkUNic+lirWsRvs6fRDh3GhBxrkYDd8RH6zo1znUicCkFQk1F8PLYRLW4+ntpa1Qy8NUKtDLVmUrU3DVAgN0l3fXS8M23uDDe4/OIULMbzFm/wFb60gj87dGVlTnFbUpPzszVWdnYAhx8pvFBwusEZLvESdJW0fRwEK/Xc8Qy5Ze2Tk0eNkm5TEJSKluAFe/LeusY5vsRX+FH8nkErzJ9FyX1Ei1d4b04PI+pcVZMYmDRUtZtzf3y/5GC6PGPqsvpC7IYjUskVNhj+z7ljuVIKAewLS9/ybzbaajg2DGU+TlDRO7rQ0336ofZkGULMiq6uXUpEXNXa2MbVVBTEXp2BjHYdiRev0w2tUZD0iiGmyk0cvZ/GRKzcE01RxQR8M8egp5apBwAgDRmGamsJkeNB2leQhGogh/KYzGkBLYZKC1EJWBkiim87NYTl7R3ia/blwFBDWo3uBZIwYmjze+gRkmQN2BcjgkNTMS2VnuN88B4SP009PqLNQUUGPdQR4C0G4DRrOz0WeHvyg1i3K1yfPMe6WyGNI1aftliNa5z1N1j1a6z67IVzhlucjTdmGNT1IeFrW09wl5LbDEa0uMSF9dsFkBpe8vFr/MFGtM+YltkJl/qyr7ABK5zldy4NohjgCe9IeOY8aNZFvGHtBjIp18br1CSEWRWGWQgzG9FWtiyev7iuqmzQwWFEWyql7cC6w8tSjxhwgqraKFEBzgEhOW0jWmBIWHTuHXUIk29lj5HeaB2U/P7OHCw8Z1ey57Jv1zi3dZhUSINrnFmDAfC81gCt7zisnWl7sgwBmDfqAPOagkIynigqV05TY1cdLu+HjZ/pu93NL2c5VQOQhsTrvfp7QGubgvfFJGojQs1kJVjaUv1ZjTNS+Z1XG+c2SkKdcVINwfy+agMwpiM8K6l3y03Qy4zpDpTs11BCR7tMhLzm3GtVza4/n0IvEZ8PAzWcffJ9l6c72zdewAv6LLDY3qHrs7vt6tM9Vp/uM1SGEd3YY7G9qwyDJOwOSbC8ZLL15TqQCCtD4D0qlIxD7Y6qAk01JwFqoSQKwFwstZRjJwSKWmFmZosKxgBQQUwqYVNjfsyrxZchQqdD9ftziBn7Q9sNBQAt+KP5jFS4o4ehzdlkH9UOEyZ0zsBYyjBIbwx+Qk4lwjWI0KtqhwD3QE6nMwdDe8xUn89bB/RTvlE986H2ZBlCi3uTyAGPHeCi6sKzxb9r7Jk+60m8E/x7dyv0aFFKuEshYnxu9NsGgJv2zAAE9TnWVAPv8Bp0PaVU1rYFMhoaYNth14dEY2MtASghoW9/nhNW+Ko9jSJ2z3z9WRpy6ZzEiPdng1uWrLfPs5fRPsG8HfYXAAageZ+Ldqz6Nb54v0U73GPVr63ewOrTNjPmMRO1C1xagFRe65rIKaFRLUD/JxRI2KhOP1wIZ6iv3Ib9gOfAuy+e4wZnFjNxjmuc99doh1xtE8gHcGgzZEaNZ0xHZSxXk36RzZkUnUZj3EB2Dc0uyh+MkdE4vcQaH4qDBPePZpSt3WrLWAZ3w77GC+zQYTVmRnCJCyt8k7Vhl9T5zgVyEknCRtwvcwQm535SPD1DKGYID3uJfSRj0xTePI9WIEnhGpWHEiRHVcL7EmX82/hxfAs/YXm8TguMQwFjjRXe41Ux/2eHhjPcYCiMw5if2RAGg3Qs1fy2A4YMy7FvKoCxdGfCWEp61m7GhGsVqeB8MBaEWRBUcFwWvdeF1uwEgQLXZjrmLt+HUoPE9mQZAtuEY88QC6BOlKaSWrwuPytVWkY0BFIaUwnwMXdSwF0GlShoq+GOx/G+Gt+sP9cDWyfeq/O3aJ/t/mKnyC52tRtdfr5vZrsnHWFo23xmE4AR/jddA4d70yTiGFqMWGzv7CBp7ETV0j5ogPN5pqpbZL3yBzLeENkdm47ZDHqpxeb0GXbHR9gdPys/+W+Sgr5bzM5d/DuOUQWRWKP7obEdNKxPPGOKkXNgdPLGpPlDWqza6OKZOhSwNaetxusOS+GHnQTse742jI82DACm0amHV7xWU8Xouz5Xs4mNAqEagNlnzt9RmtKn6Pqu93m+Ka9jzXfpdWhhNRGUBqhDwmPtSTMEGmSy++EKLEenhh1OAoux0NjLBWJEM43InMSYy8c/X4CFUHhYWZ4PQPXOmHr5Gi9MGtsUZR2ApUluMZpUqJ5IAN3q9sBx7b/fotgTeP7SAEY08kdVYc3ZlCWHrtp0AHBXMrTutpqkzVMZAx4AZN8N99n4+LwAmFvg2Sfgu2+eGSyzO35mB7jvFhjaIokdP8P5x1t0PSxrqAbwReKtuXsiIawPyWCQCP+fECy1H9h79vn7T8APvL1FwmhS5BUu8FX7Jd62b/Cue4XL9gLv2te46c6wblem2n8Hbwxe0qZzmOd9h7b1oCFKinlfrSeBjNQe1Z5DzaFDb/V5q3dKcaXXeI9/+/3v573Q3+Anxm/hApe4wJUxFnp9MScSYxCAev+M0IJLLpixjxnHd200SsEx1kQlb4ewvBQpShS9MYQYUFj+fos3RcLeWGGhGK/j43MnEWoiOXvBpro+Miaz+xWjsiabVFfgPJaduVIvsfbUMGUuyLi4xpxbDVZlQJoyZbrosi/b58j2u9aDcdlitoZD7fOAuT+ijdGgVJXV6EKMzgvad+iKpZ3NPSPcIK2bkP8D9YYg49GmqWWVeXDRcyTuB1t4SldkEHwX+zEJU1c8fy4XTnL8lRIK+7AAzFCoG5GbyfHs/I5nRf1dHO9sPubwy/yykmDt+BlajOj6He464NlJNm61w4j9K8IqLbYnd+i7RUW4hrbF7njEDm5s0/gPlXII93AOSUyiJVslKRZNp0GxylBJP/1BtEK6ED7P36tTAeB4+gobrENw0FKIKedOHRRIfKLNCsh7iNCkw3vuYeL1PejhUmcUzXthmp5AU5H0WAAfgZNP9wCAuy/usTsecdbd2FlSu1Yq6b/XWBpEoUxNGZlWPNNzprl9eI/NWYqSssdhRJiNkNFEuwv2sxXWuJKIfEYf34YYCnVxJURF9CASzjmjdoedpd3mPLu2kZ+taTnyXHR2lhkLFaE+wodakItwuApAavsc0WaX6DafuwiJ2zVzZ1jak9UQ9mjswAEeSLITBkBJny5dvlS1BwMw9a2PapZuEB5y/U6lcjYSkbwxWCTdfaIpEV3jhb1z1I1TFnAcW8P1lZhF6CZLTnW/yKjoRRElaA1rNzySWkjrqq+q82QguomHts1lM4d7jCV0nsFpl1+cYn1yjBEJu+NnJv2o9tF3C6w7phrw7LTsV4IcvBlo56HNz0NK25DOnQ+gmX72DeCu88yYHkldNMPRM55ybjo7zLtJ6mxek+C5fHioM9FdGREgo1ljaXubgXi6hko4SahtHHRD5PtpOO8BvAXwPmtxi+09zvobs7PkHEAfsMIar/DOjP1M+0CNmo3vpySrCfGIZfu61Fl843pGODUS6KTJ7eDj0/3BLKO0AZDBEc/nM/X9yujmYKQRaZI2psXomkFhuk74WcY3wrX+XnpkWf/lOp5X3qOfsW+67kDxN0nFnoVpbMtcDExsT5YhNNhjIxHFgEMg2ujrr37c66BW0w1PpQTAPYmoNsfGhboqboJqnM3St+fBaTHi5de3eIV3OMc1XpffAPOZLHCFl5XRjgm4rJVNpy55OpYJVAA/PNzkhKNcyqkD5ABMjJxU/8k0J5WakKOTb9qzTPDTEbq+2AwAnH26tQNOF1OmCOAcpXE090XCaQopWCuHUm0MEYbhwSEMRh9s3QMjWofh0ggc5yjrQWv5vgWunj+v7tEqXENbS4M75HQIG6wEAugNltN8RpE4ABmOycnVNuXvnBdoLVokNagRrfnkO0tpzVCdJ1Wmrdz/crwCvkDWfr4APl0cYXP6DJfdhY2RLo6sGc19nqPOHTLSTAEvi6sn4HV88zp5f9iHuZgMZ2YO4fAzczsN3liTllzLXhQvIyfMPS5wBUbIazS27YfyQy/BSWbb5MKi9VE0hJTcNZuxTdFhI2ce8AJdGaLqjUapC7oXmhoLY8v7l4ID3WUJLTVbACc5DiieHRdE/pBLaDZN0zZN80+apvnfy/9fNE3zD5qm+a3y+4Vc+4tN03yraZp/0TTNX5TP/2zTNP+0fPfXm6Zp5t5VvRfRuFir45FIKmHtK8I9mCT/EL42R3TJcRVO8E0VJBnkaF7P51OnSea9dFGLjC2rpmMFFxH31HakBlN4LMKcVK1S2KFGTYD3T1xAKSEN9/mqtsWYWvPAYX4jlbTmDiHgWhHLcM4Zz+ZaWz1pLhtnDf899MzKjdASoo6TOeqwM6+o+X4oHDn/rvh5XCP3tGntb/bnsRavMeY5jLg7QWYIz92Woz3XlBFsmiJm7l2c4xp3r6XUOWePz20Jboy1vkUbQmkRWnOm7Ywp2sTm+nSon4dohdsRhupdSh8yE3HGEu0U8/2YuqVqv60vRUPICPLUQSAKfnPt34SG8N8C+E35/68B+I39fv+TAH6j/I+maf4UgJ8D8KcB/AyAv9E0DWfjlwH8AoCfLD8/89hL92iqhaEkSIPbBS4NllCiSWLjATTuYUFpTg08tBV4FKhjggmeYpeGr5wzyfP0qIpK+CH3Y2F91oOWpZpck7iDp/Zuk3onDNb3Q2og3QUp2dN9jZIF4BswSnBtcoKmkZS6YWOKjzEdGeHq26544TxD33a4OTk14yKlM0qRlyVCtm87K47Dcn98V2SQUb3m+tBNknNE107eQ23ofshQ2v3Qemro7TNQ6pYX4fzTR5z317ZuVgxovME3ru6KqfkDWgw4//QRP/rx2zjrb/Dlp2+bjUtbDA6cGxeJMtM+10n05Kf1tSAUw33RYszZLw1mK89OLa6fn+JffvkD+J1XP4hrnCONHmG/LnI/9zf30AUuTTOMsCvX9QoXGJHMLqW5fNQJgX3ZoSvBZEn2Yg0/zXnIXON8YkxWe9NX+LKaj+wye2p2K7Wl0XWcmphmKqZTAjUPbVkbm2o6DsEm07BoDOa6Ah5JrMGrl7gwuyPHrIWLbnBqTjAjXLvOyEihcYP3gyB2vmYmzmamfV8MoWmaHwHwnwL4m/LxzwL41fL3rwL4S/L5397v9/1+v/9dAN8C8OeapvkhAN/Y7/f/aL/f7wH8LbnnYLvH0cTwpL+BKfHmpERJRyMU+QxKFC4hT7kriZdusKXEHkQPmJvnx4bSqmSsffVn+wKqQTm+3z1jaruHSiXKEKlSTyXpedfFKGHw83gY5jKdDm2eE5XYmC5Zx96Xzc5ramOyH+A8zofdcaP3ETUxzonOQ9WKp5HWmkCbs0YutvdYYYMl1jgb8wpqIj+bI0m30w457iISujinfJfCEIDnd6K9wYlmrUW4QwKN1Lvp2KS9a18bjEHJuW8z0SITNsYuXnKEkGbTP4dxqTuqpqfX/kfYpw6wGydzo22BHjGvUP39bkKw4/tG6WPs/8StOpwtPQtMqjcO0+eTAXGmta602gh4fbZ1dsZMlA7pfMxpzjaWjwD62thP7ZJpRB5q36+G8D8A+O8A3Mtnr/f7/XcAoPx+VT7/YQBfyXXfLp/9cPk7fj5pTdP8QtM032ya5pvb3/fSi2w1JugqNlDDMuT+bMR29UDyOrqh6TN0UokP06spuktS+6Dm8R6vDaMdZLtEAsvFBKYMQaVg83aSfCoKRRGCcS2ort3A583BItSa2A79rfetPm2rjZptAyt7A/F1Jc78TCVHugFXjCjlAKAo7ZCcRqICoORC3cyu3REzyALAsQgJUp1ugxWe9Zm4vxivcfbxDi++3uLZd3NKjsX2vtpnzdaZ48lHFtgZZua29irR37nfdcU5jtHLJtb7nFKpwhUTOGVI+ApfVhH0zMq5xrJiynqWGHW/KZj8IPPNcWnfFXLiGvJ51DptLczoPW8XUIHgfjhggwgxOFGbn5OOaaDnOyg46PiNYKcpBEcBo9/WkK2+JzNYh7CNyVvOI7ffjWjNNkQGrG6nun+X5ok2zfmF96gc7lT7OseH2Tk+MJXfW2ua5j8D8H6/3/9fTdP8x59zy8xn+wc+n3643/8KgF8BgBc/9SfsGk4GYZs1VnhV3OWWJUUxmxI5zbsCeE4iLh6fCRDiqYPgFHqJ7mCRG1MCv8Y5LnBlUAIlLxqWLnGBM9wWQ1pWud2TYTQ/bN345aWTRmiGm85D+vNB0PvniszksTljdZtDqGuLnMLh/OQa65NjrLHE2XBjKSp2bS5OpLBBHnudK/8MN5bIi5CJEhOd3+jRpZITmXM26nXmf00BgsnF2jSaJHOUaoNbixF4nxnK16+yZpcwoj25xrpb4by9zXOSMnx09vEO65MjbE5btIMnwSPDZvwK14PzpwRghwXOcGt9uMEZVlhL/h1PK7HGKgcOtu6mmdd0SiyTFZXJe4dOEJy/D6XoDqOYR7RgIanXeG99ZHEenW89A3TtZV9WJaW05g475JwRibGtARx2pTt0JtIDkJ5liGTwvcl00vUUZL82tgVyLeMbnOEa51YLm/1eoMcHnONliTLXvqgXYsKI7niHLbJnHs8pYT5NeR3PrHtH9pavKGro2Q05u2AvS9pzwocUsnSvA7AiOT6Hg+1/Ju58qH0/cQj/IYD/vGma/6R04xtN0/yvAN41TfND+/3+OwUOel+u/zZQEnTn9iPIzm/fLn/Hzx9szQzPIDdW4uGfTYcapQZX0VySjtKdSu7+/LpMXmvbayibYyphaPQk8c7chwOS0mek/mWLRm4yBK1t/L00dTv1Pge4YMjawfrkuPx/bxHJKrFnV9fcYgqNrmDujxkfh5l1i9fqZxGysT6nAXf2d1k3LRA0FO+p7qwQygFjyjap3fERVsWXf7G9Q/MJaLv7zCxuM1HfHdeHvJ2Zt2mfPSaE184FSE337uevKT3OKkkdDunldy7N20uN/UAtscYATt3HmXgeTml+6PPYzAA8UwukdKiq3jfnQKFN98OhkpJ1GVLW4HahY06jjo02oLnrdE0VYgMO0aXDLqOkVzbswT8HXKiN52au/YEho/1+/4v7/f5H9vv9jyIbi/+P/X7/XwL4dQA/Xy77eQB/t/z96wB+rmmarmmaH0M2Hv/jAivdNE3z54t30V+Wew6/H40Zr0jolJDowhGCoKSlHgbq5tWCRuIPGNGWHCi1tMHJpbfQC1yb4e0c11XmSJWouTiURtTYpJIpuTmNSQv0WHQ7LNp5dzHFOdVARTc2RrBqf2JEK8ddPQ+1jUQN5fwOgJU0HBNw/BXwxdstXo5XGNMRbroztMM9znFtTIT2A0Zusg2FGHFt1OXPNIsE3G89JUSueb2sNnrCWGmEWl9Xs8jqNUeieVVa4JsMCbF12GGxvcPZeIN2uEfzCXj23Zw7Bh+B4/fA+cdbPPsaePZbwDeu7iaHkr81HxBzLfHaTalRoPWYAY8S5ngY4ewS+UwkajAq5wJOtYGa9YPZD7q9vsFb0K1RHS1qyKo1OJSlHWkQnmOGXC9zwU0Ov+j8aP/y/zkN/DBnT5NcRhe4LPPb2V5jFgPO4RzkqFq+ahsTwQf1nNvn0QMKzEe0sXGrRqsMh7Efg123sEBWLUXq8Jkb7rX/+AjgFsBb4LzPsfWcAxq7H2MKfxhxCP89gL/QNM1vAfgL5X/s9/t/BuDXAPxzAH8fwF/d7/fcMX8F2TD9LQC/DeDvfc6LFAMnB40G0zqaVe8V46dIY3yeYuS7SpqvpZsojfPZc66BSuha2XwqtfO72oNqzmX0gKE5SFHEnEnsuDk0II9jtMPX1oQ6z2HtyqvvX6DP2kDZ44vtXTbEjmscf8oBXHM4OfunBFFz+o8yGyYdBU1pzuMlzlft/y+R6ilDD+oumAddDvwJcP381OBCG3+BwtAB+xKRjRN4CcMOWWceplrO1HkgeuvU5V11zmOLbotAnS5lro1oS50DL+yevVh4n9t6YrT4IeKoz1ZcPEKmc/ucbd6hgQFjruHPZReNx4NQSkybHeG5+F7AY4L8vTLmwc98Ncdi4FaaxDGwTzbuoo1GbYrMlGvBd8UWtQXrRw/gE3Ik+seivcp5e0yjyf3+N9D2+/0/BPAPy99XAH76wHW/BOCXZj7/JoA/8728s8EezPLoUhirlblERddDLoCHhe9MSubGXwojoWcHMC2s7d4ArS2ib96HDbTnuMYlLsD0vBssLYCF0pdKBSlsMLZo1KsNa9NDx1KHxCVj0MxcttCKeAYmaYe2BOOMqcXdF/d41mf46Nl3gWf9HfAR+Abu8N0LYN1mm4jizFnqPcPL8QrrdoWxYKYdvPKc9Su5RuJzOvWqiXO1lJQL7LP+nmsjEvYXuRwjXfgAVIn5tic5ZcfQtlh1W7/5BHhGb6MgxUWHBp1vaqXu3TZNwqjwAaVFfQ/XNAdyTcc1oMU7vAZzPHGPMYhLPeAYXOVzoqKFGo29BOhLXNrZmCP4ClO1GMyDhwJADORS9+Z6IKne8wIZcR5f4z2ucGFnXvMkqW2N88q/+2LQ5TnnM+maTDfQuXYoRfwuCBVMyQ1k6PQlrrBGDoDlGiSM+IDzkhG5s3nXd1fC6CcA30VmkO8BvMrv6WeuP9SebC6jBnvj9lHaANwQlauTbcyDghIofd6BWtquDYsuoVDSphroxkEuUockKruqoVyELHV54Zysrm/sGa3cy6YeQoBLSO5Z8oArZWk8IIyM5LUcDyEcu16MlZRY2I+oWdizhhHPyoZ89gXypiyXfPeiEE2pP5w9uGoJjgz9oQyfhvWL9MZP1HtGoYcV1jjFDd7htfS5aAZDwji0plntxs6ioZtthvi+wpemCS67PE+rblMgq+K3nrLZqx3usTl9BuAO759/YXMIZOJGv3eglv606luUlikskEkyfYVCXEBm6hX0VwK3OGf8/GUx0Y1o8QLXWGJjtbbZT11bJe6c8+w4wRidLFxxD6nWyd8KTykj03Hyd3QWqIrypGCHKY9ZtWt8nRzbr1GDtqxVsn2SBcBssKexnFkNGJ9A5sx5wOm2jLc3Zkqhot8usDp1GJKNsRv57HW+70rLTg8bW2cAFSN2+uFarqav4D5fYp0tr79T5uSqdl3mvYecR8J0Pr1GhsB2yJDE4BarVGWHsxOMdmr8A/wgu3XfISkyItVIAJfc51Q9qpoaF6Gfj6jxSZUQs6pZj7EimGElo3rP/O6xse88CHNEuJbUawO9Ye/DfVZZt8i/JY8O01XkXEcjxq4mfmQoALBodxUxj+2QYTHCfjoHmSmIp1kq7xVoLHviZOZgwWrJEyhSUuWB4n6iYZyuphzv7nhakL4aR/hMY1cUTojjaAuDjvEWlForjcrGW7/rHNemnS4Lk2baBBVA1LNurv8qIACZoXMdOIaoyVbCDZkWahhknIyt1lYdqsHERsK5VEamv3WPKKNWfJ1eSfEMq5dTJWmnYRKHoH3KiEOPuD8Zo6PCmPZfn6F7L47VxvIJwNfI8GVfC0Xx3Yfak2UIQB6wulGRSAMkdF7UntoCG2ETfv6hFMj4gHO8Lo5RdBtTrkpVL0uz5xbMw9wnJALExlUlzapfjmaFTLAqAAAgAElEQVSmwYoRoi0G0zqu8BKUgKPqrWl2AUyM0mzsD3PiEE89x3UZa62FVO9o64NON7pY95YHZocFjt/axcAV8uYsu+uL393mTYrsu39ydYu7E2B1vEY73KM9yeVFF9s7LIc77J4vKqao8MI4OMad19lxWNpG9AAwwIewYYcdumOvY3F0usbi2P3Vc+3hPXZY4F+++oGKOJ2XesLMw8Qo82uc5+R+/Q6L7T3WXUI7bPGqe4fv4E21hkrkVOBQJpvXLkuN13iB0+KOy5lQLcPvz1LoJV5aP0kwF21va5bddV0SZV3kTAJXE2bEWBzW5VZtnNex5GfCWEExrsU6rKUp5nXPaRbgmKJd561NhTCmAcCzjN8bA9/bWC5wiUu8NEM7mTph5AVqfJ15pOgCynT2IxJyMGSPNrEGitRCKUJFd9xjHFqktma+nGuF6HRumZGZ+4vv7LEwOsEa0fyODCOP5UtbSwywc4aP6o7/cP4ibU+WIaiGEKGDmK6ZEkaeTA/44XfRS4XPcQ47yKY+jMFN3cfq7Ij8TWiE+KvCBC7RRG2gYNFDa8bLWkOoNSZ9V+7LWP4PEcZCcjWwKeK/CaNVpY5tgZ1LJglu3CIflbKazUn+7lkCgHukEVic9Fje3uFZn7OLxlZJhDI2hewWmGpFqr3FcauUp4bKjEV7IRLCfCpBcp3pkrkp8vWmW2HRlRoAJ3V/uKZzjE6N9pEgc29wnLHy1edoH/qZYteHro02MM5dLAlLOJH3qCGcLqccu46Hnymz1WwBc2ObSMVpzHEIZAzSKABU9UQqFjUPs0YtLc5JbIe0J53fXRS2wtjYq5zUcF1p8YxPOlTtTBmzjek5spaeHILVax/TFJ4sQwCmSaz4N10kOyG83Lyesz0vJjm2GqLV8EqpkkxGC5DrO0k8okHQi5mXIKlxja514kQ3ScUqmcdIYS7DnYeaWelhcmJDm0eGAtjfM9yaO2B9UOqawwpnAR5QpHCAtjPcAO8AXCBvyK+RN+UW2dvmFsCIzBSe++cpZZy+63d49r5c80OuwnvagwMeVcjG0KVgsCq96ZiYxylDb9MDH9uAFuf9Nd51r3GNFzjHh0nxmfd4bQFc1BLVTVndRLlHVLCgKyCQpcVl2G/8nBARizxxX6lDBddRU0/r6c7pHrIUqpg+r2fdBWZT1ZYhpqVJ2YTfqN1yPHyPpuvWpkGOQNG8i9vpGW5whYtSjrYOEDTimbJEPhd8pwSWBZZydlPXjKwUZ2mEa6JGpF5tI1rzbJuk3pamQWkcO88VALws7rAderTtOHERXpfymhrrsUOHM1ziGi8qbT+hhvOsJO8WOS/EFkCHKsjRIe8/pgxhjwbLUhGphRe50UFTotkU32eXElrbtLGp1Omagi8U4BKiB/FkCIMVpvJzpnj8668/Yn1yhEXbC2NyV8ulRNYCvohsKWQ7ZcubdrCDwjHS9hEPp0qpJA4xSlc1Fv1M72HbYQGcwkPmW2TmkJC1hBP5LiFfO+Tsr+jdRQ4nwJg83bbWH2AitO6YtaCc0UZPCq6rG2FXswRKG/3b23YExHOqQz8h7ADMSO/a3gIESACAidIecsNk03WLcBwZMBm7wjwJdZoS/lQJ9RLsWnpoMeTMtdEaP1fmxrGvS6r5Oj+QJ9PT4i16f21rawPxnaZozoy9VhMn7p9hbP5/vu4Cl2aIp9BAQzDfQaZHLx4dE1B7Q+l6xOtUc18c14zKC9uEXGljrpOudkzOOxnFUJg7Yw64j33onvY6u23f5vl4Dove7sYeQ+uCSBfo2Fx7svUQcoGcOkEbNygXi0SCvtlK5AH3RIqEWzcfDcC1FpKq34BnKX2IAzcfsxcKa9kyXRg3Lg8bN+uc+kzpVsfBppKVxl/o+JTQsM3NQf3dUKnfFcSWCjHp4P7g9MvnzzHy9x0ys2hhmxaFKZSXYUxHxggZpq9EiDUANL/UQ9I+NQcG+j0mIVXxKS2JsQcvsmkK9QVqF2UGGDHzrfaTh121MN2/Dti5H3rWeryurq7rHJNhMGGE2Pg87jvVJrxKgCTrA+tK7Ky/c3uJzEC/q2JHQlOBRKV7Nmp6j62VNl23M9xONHgGarogwVol0+I97CPn/lCLMFIOFEy2Ps4w67K3/Fu1bf7Wokr0JqKxfpqkMu8AEwwogCUAIzxeRu55rD1phqDqd8x706PDFV7iA87NTY9aATkrue/Otr2r0twcrGamcArgkmmURlXVZ7OFuAKO3+bcNwv0eIX3ZkhitGiLsUQ/P5y1UvsUryNO3GNhhuQz3Fpyq9vi55zfm+EqTaSljRg2Yz50TK3NxSZvwn8LufhKsRPgI7Ir3DtkOIg/tDG8Lz9v82f74+ytwyRq7M9cHn4nh675kVTyXk0CRjgvErS2aF0pOcLMtsEKl7hAC88DxZ1C4nKLM2zK/hrRWpplrgMDnTiXue91tavYL9ZiJrFiqcX8zB2YdVQJSp1TqOy9tM+G+EKuF8c9fgy/Z/DTW7xB1vg6M2LmFNhLMHiLZ0dhJJeivfof4aS3xYjOszCiDvDKkmq05wwyN1mDiYS6BaG+ktBRI5bT3mjBEhu8xjt0YCr6he0f1qhelt+nJXrd7R8DrvECLYbiRptT6WuVQu4PEmm2xfEOzs4HuEDDAk3u7EJD9AIeBKepbFgmyutKdwXuzn8NcK03r33J6/UF8ln6COAk17pYSW1orch3qD1ZhqAtqqLqK89jDkzdr6IEQjiETSX+Wvo57BIYOT4lqwGtEcTl7R1Wn7Y4+3SbPVPAKg2aAXGYvHMYWst8OulXmvp2uwnNDdfRVTD6vc+1SIzVU2Yyj6NdNA9IRqEv+W/WXXYtJlXvm+uTuvgeGoe6acZxWLES8d5ikSESfh7KufoaKt1TWot9mXMhPdSix9FDzgz1c1Nl26r2zlifDXXBVe8r9q+2MTHdyW6y7vl5dSBWzeiiBlOfr9iiu+WDAhErlWmUuRDuOeeJueZeaTWjih5VD7YQGzS3B5R5a3+UdunfnAsVdKO2MlSz3Fp0PFtELCKdnGtPliEwuR0nJRti8+Zk3pqcfXFZbcIPODf8lFxZc7kw82N2kcsaA13hiEfm72tsnQvOesBAjbGaxNMCz76T8/4cf51z5bwYcz6k808fcYEr26Ba4GJAa77OUfVkW2OJcch57ClJ5VxGDmkAwGu8s1S7ntrCYYnY+L2OSTdaVZzjY/lNiOg1Mq5JqIgpHo7L56/8+93xM5snnUeuB9J+YhDOGkFnmDH7S8Lt0pQbNCmhGdEbagKXS4j2+IG3t/iJ8Vtm8HyHV1hjaYVMAOACVyZxU7pdlkA4vpsBSSqJAvNBVFEY4BgUsiOTN8lZ9iJFgAzH1IZlGkXf4K1BRFlL/VClbc8G2csKsuCYfN7dtkHNiZoUg+hoCOW4R7hka/0OQgNtMjoHJiS17tlEqf2opB9RG8klLswphOtOKXxT1oMFmjyVzGBa4A6d5UQCYNH4bYqxClNIRl2fWRtFhRY20hGmFafLLvunbtSMD9ECRdz71BTXWDpcVKAjZnPlmWLBnofakzUqx5ZV6c6wXZ04Entep02hErcNEJfbASI5AbWPOHF6pqfVz6Lh1dpHuPGn7BHF+lbjGmPrheZVOmhL3h0N6Dok+aidQ5VEjTlQ6TYG7hF+YRItlrTUeyrJnPaCvoyPhL/P+X6GNhd03z4HuuNsUL7r8mf7UraYAWwck1eX89wu03HWMRJszhQ6bDB1tzWiLIb6AXWA4rb06xwf8KqkgaYzAEA/chpTeyP2DituKoKt68L3LexzHzv3FwDzXZ+z/czNxZwzg7YrvMQo/u7rYmKmYwTgZ0IFKYVGaw3J/WociuW5WBhsOac91H1P5Z2eEobv8/sEikkj7ksU9j3qmBgS1Qi78iwQ2uM8c2xqpB2RDAq0MWnxJPh+UUhJJXkdk7qA8joKfXqtv781qw7TW2s+sDzfy3q9E7IzxxWMsitcdciRRtuTZQhHuDfCnQ8qXUPdGKcufT4ZXgwnW+qXE3WZHH3OSLsrngEkNiQ8DHWnSyuvB0SKb5GxcxpZ1ejHSN3tHZYn6+L+uqw2dEouJc0dqoRxUkxHNzyASpLWFtMAu/9+JnhajIN+09Z3MgQalo8zE/jwxTFefL3FzfNcSvMct1ifHGN3XA5U2+KLfovLL05BiVeJAdevIkBtnc+HWo56d+maUSqtoQuJkE4jFt0Ou973DiOZLU8RNniJS9tTqiVq9lu6BE6hEtcO/r/23j5GtjS9D/qde05XdVV13+7b3e729GTiGdsr22s+HLNyNpiESIHgWMgbkAAjRFYQyQqypVgKEoZIIf8EJSAiEQRBhlhxkEUSlJisUCwcLREQCS8Zm7XX6/Uyu96PGXqme27d2327u6qr+pw+/PG8v/f5vW+d6jvenZnbvdQjtbq76ny8H8/7fH8ogdHwZx0zS2JwblMhiB7bn97L59LnoqAZ2SzZwlFeYDO+i+vEM6F+ii7NmO9TbaaL0C9zMFND0Kg4rQKbm1kINPVdL3zjVXMBhL4is6RDH82HlMp5D8fP57ONqz43GXeAaJ6uy8QcqsKaCpO+LmXYX5qEFi0O1Gjcj+bMl2ubjKeC+RFC2CnHp07tZeW+CffaZETpnAuik+2LdOAS5zxGICjX1Ov8b7MpbuIiUQ8pjfLg0vFG8xIjNnL7YQ8z494HAHaAy90HoNmzrC3scr5uCTaa7EOHXAUr/ds0ymjShj2srUJkYycyOikZn50D8zT4TGo4XJ8aaSggTVJUoxuUJpVQOzgGiktg8+wKRQ1snl1j8/ICazPg0ZMrbJ5dx8zeuF+zOTYvL6L5xZyUfSQNT6o62sNJrLSstWqFdAwyBJP5Jcr04/o15QIjLdHg4devcYptHOEwlnf2sbkTlmaiSvCRZZ617HAFj1iyfe7FoIUyfKcFCD3aah73V80PzDUh8dHIsjl6sQBcbpsfYxdHOMQptvFb+CiOcIjH2A3O5B7eDvNlpNQxDnCCfVxICWwWiFP8Wyzt7T2tHXf8nChQAs4bS1G75zsiIwo+hLJy3wEl+CGmYe83omOZIZ404fI5T7EdzVCKaxznIOJWlfbKgBDkIFTkzEtzPEhHqEHkJl+WSPF1sjM5EHPRBbyr4DQ4iJnD1NhGG40JId95zgW1p9vg3moIwPIoG37G7/PFV85aylFiRIJmBt7mlVcpqUvaWwCGhcGiaVDdoA6hlkAwmayn87rNqdg5psoPfy6RUuvJ1cb8/y6zQ35NFaSaJC9i5vND6T6+ugRKZirXVr6Ca3A1Mk2vqUprqoMSKiVyPJ1zvWVNculvQVvT55TKYEWCulycO00WnL+2XwXcjNSlmnebSpyQ56YRv0+jk2ohLIv4oX3E83fzfd1mEsTnqpRtgsUgCgFdc9J94v3VLesNiMM1o0DLTF76jtv2XS0EqjWm+JSaRdM53N4zwJ6pQSuL65ybN7twITf5Pu+8dY2LtCuGMFcwphCsD3r+bU9vD4u3cd1TsLDTVCVTCYxSLkO1yJl5qBqUSdammY2MA3t7y544nVyq8es9mYzP1yqqqmZXaIASeHK4juGlVU18sr8eJJMBhpia/6MsE5ujZutWVRMb5ahkAQCoLTSwv+6RSsyspTlgIzj41CzD9dMDxHWkYz3Vdmz9ogO3DIRsA6YlhLyDqy2gPzPif7q1gX4zQ1Ndo6kehK5jfbxd7mIwMsdfWTaYjfqJL0O1lDyKxD63EuLLDjClu1TCpESdoj7zGxKogYPZCc777oBktug5NrGPY+w147D8JaqmscJ26GMXY0wwwBh7cU05L4bIMryQtmB+zyggM9u4OYqfzbEYQTOM7kmRsEObSZ3XY+xiD+NYu0ejWpjoyX1m2WVm/fMccC37GfNJEyLnMXmP86JWqeY+AokVCWVuW1d/FU192ofA9rCOkjC1k3NsYhMzNOFcU6vkM7V9Ls86k0zj+6o6nodcyGxQBiHMv9MS5Gqe8/2qorNYGw/R7N0TIUMDCnhuG1QYYJLQlz7mxgiehJfspPWhTLvdWMD7HO4tQ+iCXlC3CUQsVbO4pLbxg4jkfo87BUlEAXX6VQmjoGNIzTx8d44I7brdfzrais5vJqnlwDyCLlDNJEIgaFoeGkA8BIy0ARb9Bbl0UiaoxwNqCKt2zwRot9wCcGkRVAhJZ8PRBL2rGzSVZSVf92+AjQlmpZd60KiZZfMFEBmimykWNbjIQOW+ZRmadNKXVUdY4CEw6XtOwQAsj8wufI04wqugFTWYxoS2KaYBTyitacw9mbM77Os4J+YGqF+FZqRGehuTcOTza1AFBrqWzasCy20ocWDuh1dz9RwEoNuGTk0id+orsc8J4QIzqNrAKJy5aLc1Nz0t+r0ID4SZm7luGISZflx7XSslrjpGiyZMy98DSGpdLSur0RXk4X64eRTs3CKx2BODghZNRdMsOs6i1gYLuM3ziQZ2Di3GIQF9x21wrxlCvgHcLDUDaUMSTcygHU+rY+aM4RybMQyUajAlEFa6JIGcwxNodHx6kGbhzLCKoY3rPGgq/UQSVHsfn1MmiJ+GgT6oQrOYsknGcBoqmzKlitICUTM3VejY9TeTrPJ1ilDDtAQmpR2Hzy+B0c6NV2I8A9bWAeAa9dZ5rBA6X38Q12eZSYAHX/edJR0WhyMRUNC6V1XC3LuA2dfv7G8lEtwQ01gOwM1G7kZmgyVKhsPGmJ5qJPlYNeOZT2J/AQ8XtP3SchO5GasrIugBI3FkvUjoGY7oLV2R2bB78bfPc9Fxr0SVZ0T7bnB+HGNeWZeg+QBOOJ0paGKcMfDGwk2rBo2EIveCVsD2qqxuamegj208TdYwni15N536XeZiRiZZFGJo3ZsJYfp85hjNgtYfcQxqLvIeIbRw0A8CpBqYtsQk8GzG0vMh8TPHta5zksO9ZQg3eJAdijpmjzLeNlc7TcqbRmJL9ZUEUx2QbFwxDqV9AUQGogSF0rcyFYbgUQMAgiO2phQwSzQZOj81bG+M3Wj3i3PMYvATYi4JOkSwvH56gzIp0JYTkWVSmDIBrQej32MDhpBfh2HVRviyCuGlANZ4HvrAfP0BGlSY9YHe1ZX5D/ruh1lWy11NZcq0tAczgetn+3oO9tPlOjUo0dQlmjJ1GPbWLWppggG+ilfRoMRGiPpC6eGaj0KZaZZ/3sQ5mtJKLx9jHyhd8tZIDzPJsV5TKnFPg/koDZDwtqJk6tq/oo9ZZPwkzENMQmhmG68j/gwxjaZN3k+CpX4KnqN+ln9APJliiEc4RR9znOAgIdosTc/yzewTnOAMYGYteM/gISZxLvacWUCjDpMeDO+b2s5vFfIFmEPQoAomo/N47vjunEBbrH8vfudC31z6JVfJXikT0PFSYqf2RMagJjU+g5oKNQiPliyjxeMcm9gLhfpUgM37KDBDGRWAK39+f8lZ6oJ7yxAU3AyUhmOp2plLv8vyBHIJOC8o1RXqp2pwF8GO8o6stkts3qJP/QXPcwC5XFojR0pCnhVKm/Fznd9YjGDS93Zdhz5cQqHzPDTJqRrzJRQMSa2QNJRpMixUQp+PNddmck1GQXMxlpmjFuYhwMiTHFcc28qocdn1RgR24aZFxR+dw23BCsvGq07vxJnYOZ8l+5R9xnkAvreLe/zezA28Vpk6I3e6CPqCiQ753jed1wKIRQi73q/x9r6WdaKB6zxJ3BlR5/YFF7ZyDSD5vaQVq853mXRu72HAR3eeAHGhjlcuIewNPFu5Sc3X7xXubdgpQdVLO4RWYXBTMkW1PyoXknVu0kJydZRStPgXgFhfiGpdicWOWDTLsJ0gD9wsqOmT0TqqpoGGL1rWaz/YL8+xi8cZ8tURmWkO0kqMzGpkCQYePPog1Gk+wSB+74XM7Pm5xJ1Hr+QqPOC5HhMMcb0DC3cbAdiH/R+kleLIIo2u+8A7r2zhfGsN56U1Bdo8u7IM5RByq8RygQhUrh2o6YxmO72e5r2oTiOtYEmpqddng1BJ+ildy6P0PMEwhl2WqLGLx9gM5r5DHMX/H+EUmzjHIY5i2egStGt399ogWOnpaZQQVeBwvJUwyMiaGuxiDGYUe6vGOkrgQ0xRVrYm3jJyGh3f59iI60rBgVp2TgzJ5LZxGv0INM1Yyel+NImoMJYn17Ekt+ZOUDBSzYDSO++nz+1BSCrsrbvPgfWKmMxo+ziIphbNSWBJd+7DNk7j2R2GfShRx3LVGjaa2PCrJr6PeMZx0B+gWd4aNkzzLX192mCI/dZZ7ZTm0a4w6x7msQ8CtfV9HMdzzXtui6AC7rmGoDa4XMIAPCvZbXSpw6iUe7i4jADRWPVFaatZeB7fx82kQ9DHan9PSiMMVKcJfJ9LpamGoAemFMRcNjbOWSOLXKvokqxul/6UICyU80XQfh4Ca8HCtWYpobGi6dolcD0KjKVu0CvnqBofx+DiGtgAzkuzNWmSUBcQ0blugBcYdAatBdLKhb+7TFGc6xx9jLGbmPHYNczGN495rt6Y3lbYu1ulUTPEi6717yKWjJThrqkEn2uqKhApQ++an66rSu5aEZYmFrV18zmKC0b8T+PnJepIyPL7dC+1QiyBmbkcl0rquYaxDF/JoHTNNHdD15pVYYknDcpoEiVNybWI55lcVLPLI/QIfKfixeJPmqtw23ujoLsOZwolx7MYiXkb3GuGoHG2AO2bXoWQtYAS6Q9NRIQqJH0QXIKrwOxXSvq6Od6vQKXqOtiD7SDlpSDm6KE/m+Okf4AeZrGvrW4Qy9udY2PBqVWhwXzWw7Cf2vA1EiKXkPuYx1aAVEm9UYYjrjO/VOrmZ4rYKsFzDDP0MF9fw6Q06evwyRMU4zCQq/D7GVCtA8MZI46CBNhYdvbaJdBU15iPWD66w9Qi/ZRV8u/KK+GaK6HV0NrkuXKPHqA3pT0hn8weyvRVVYEhsKSJV/hMtTCGg+pYia+cAzVJVtmcoMIgVKuk5KjaRQ5sskLtt6nNXndbjowmk7HSJ+fXz84Lzwo/78Nqf6mQQY2RtZxUi+liukBaYl4DKfK9VYk+PqcUgh3mymq+3m+gF7UefT/7FXBPS9TYxEWcr56J54EybsI0+E8qLDJovpNOai1FTg1EzV1q3cjXchICmNGHBXSwjAw8OMBp4vJoLeCeM4RNXGAKqpzepWkuiAuk0rV2UOJngPkKvFRuHZ7vTki9ln9raWBuIEPFFGI3rPoGm32PY2fM92PsxoNEdVWjYaKU2fdCdNRupkgjp2hr1ENIEwmLffm1qbmCQOLPAmhcL3W6aSbtHH08Lbfjej/dWUd/NI99ksuQQvB4Z8PMVv0mhj5u75hTcrg+wXlpJrTTULKcc1HG6Zb71KHsRdPcPDEIhFUZfR6dpc+ieY/AjmBj7C7016Ykrk1HeMideG9HbW+CQTAH1hFXdQ5cdzW1kMgQp5LGNwE0CYw4NAgF5/rrM1xfmdmsQoOybEL+xEmcLxnMANNYLkV7NqtGSu1HE+80ZFrNsjRlcowExek5zOyjmvUgOJWJa4zV13Opkvt81ouly8uqicJUfr5JZGn2pVOdQgIDSc7h2flqIuL5SM2VTVxXjl/XiwJjHeiOCgtq0nRmZaYme9csfsf3URMlEG/iHlTwXuaVn+k5etiG94+/De41Q4jRE1AJr0oWDUjrrehG+3NUM3CpPJfQc9VNCT+/y3sG8HeFBmXtdkuVRBk9oOaCUmLA8znzMPF+AAuJVSpF8O9cOsjVx5zh6f1dY1GiobVh5uhj3g8hk6PAXBqTxKzYnEd12V5YQT9We9SaUPa8YEZY4rzL8090rXKim36/3Bno6vwwMup8HXLm4nkeThy1jIM/u+58jjIm/V+x/HmgRL6s0sJr+iz9v4Q3cjEiNV/6Po2Y0sSu3DSxbKzdOK3a52Lv62Wml65n5Oefe6O+Ao6d15uPbhbLk9yW80Cosz3KtZ9c+0PHM2395nJN95xyPNWzSbN2gzKl5mVqsrrtHCjca4bA0DgCF4YHl1IATSVj7MW4ay2vTHOKe/qtKuIgWokrcQL6wrLULwvelUGSK2EZy4c4imPrYY6mAs6xgRJNcPiYndhDCVNpkU3tSywvShVJhURCKAPMC2pRCszBNAGXQPVZvJfz4HPVvjqBNZPpY45tnOKgObbCcJdXaKoHMcELYG2X80QyNM3gUZy7/rYwymk0CegYefC8VSHNga4Vaf0mro1WudWoGOYAGP7YeIbBKaiJVd5W08si0LzSAx2GHko4DfZ5JfpKuDSSiaYONT1qBr5KyExcYu0kPivHERIOhlJr0TMKJWonJ84NMcUx9kHnKNdSGaCeOa4j98UDL1LmHN8jtbeUyDFzX/csZwq99RkG/UkMpdbQYZqOc0d06odh/Si349v6u8ko73jnz097ivCd1GYbeLa2BqdoaWwKpspgKYh4R7de3LcDHMf6WUyUXDBHHcKo+hYi/rIMN7WU2+DeRxkR8oXxEEvfyFxy4HUqvRE5VZJTtVOlN4/QUZNNHprmTKqsEe3D+j4dUxOQMLV33i7d8jAog/NnVomTDVhsG1jmSNWxtmqa4GcEOsD1s7oMR7h6gFl/EQk5HkrQ9hwvl0znvs+xTsL7dP+6spC575oYpZ/zmfk97mMpk14aZNw6ZppGaG6cx7GXsTif1sXStcv/j+smBILzpAkjLX+c3zOPP3F+WQ/uNMihjHuam3RUi+gat66nr51qS6rTpHtGn0q8tlJGwZ1PBYIc1+N4OsqN0N9HnKaZSDWDfI651pSXUq+yOfjcFseeawqkD11rVsv7uRfdWd+pj8zH7Ay5Qek9SEItozzoRDWlZXBvNYQWRZToGpSxtgcXf4pBbA8J+GFguQrawU2LsC0ZwFroaWNsbVWnwMqUtLPTDknTCTePyDTEBGuXwC7OMN2wsEsmTREJGG7HKJUuiaRLdSZDonwngU4AACAASURBVHRCtddHUca1AdKMVM19yCFnBDwEtJ/zM9a9d6m/BksvoE9n51y0HmZOp34L70jWD3voUjxttSSWjNIw4rsh9t4mIZ4moU0TDc8lOm9cpH4TwA4ca/GUaEI90+HCge0FezT3mHvOcGIGJahJsEtAccd1FR2bXAdm3z4KYZ55Eh6DH/g5mx8B5ohXZs3QYwUPVLa1Yy0f7qVqcj1xwhLIkMgciVmpsGPnTzXDHPi+nryPWq2GY+oaunZslXCH5RRMKp1HnJwl0r6b9tzfwbL4LBmxLABB95BCI/GTfg51frO+lGqASpPsTJiGMwxJfmPsxaQ4NseZo5dUgiW9sHmE6KwRYg4CKiys8/MEP+AeM4QCbcLhSYTpwGXGnyZ+KRLxENNxw2ep+svFyw8zTQaU/rwRSp2Ul+0y80w3rDcA49bNmeU9cqlCzoSYkNPnYbOUfvi/NxA3FVUTo7xxCB1Xiw27AWTE34kENQllBnwvicE0IJw5YhHHwjFoVA5LdwwxjeW5OV4tENhlz+VB5DV5REgeVePaRC8Sx67ucOqsVymearv3wWCI4jRZaxIvlrkgaJlqXfM6vjFNlFStiQXnKMRoaGYunWpUTxeoCTBdN4+44XPpFNbzcBpKRXNNqQ3QRq4CA5+jY2QPYd7fwzxkF/te9IOZZTEZMM0MBuBm0tIFBh+/J/Axoo/nzIsmziKDVZ8Cczl4PhWHuhi7/p369xwPNTSa33XWBAMShq+CTMyLQNrzggwJIwBfgNUTqzXCsQ/AG27dBveaIeSgKicXMDf5WPRJE8L7fOG7HFdNtol8BpCGbxl3nwTp3p+Zhxii8q5gw8sr9Kt5lKB5DxOYcvU5V0e7wJ2hmqnpWgJNUYzkWAb5weNzOA+tGaXzo9TOaAh+rg1YmH9xim14851+lDrZWyJ3kOd/a9TRsrXQsQOLkVQ5vuhhBjwXgFf1cBG7aGloMwUM5hj0g8yWS5PpGrMhUPcRVALCchY64nRfUmajuJk74ru0QeoH6ihVpsT35I2G8ueQ4VA80nNAoqUmi2WFCTUaJ3+Xat/6Xj0zajbiehA3DV968XPTrqbxM1vzufslhAHyXWpiWua0zfdVaQGf13WmqeHln+VrnZgG+ZwKwDNYPkLybsMZi6L8Fg07NZNR2tHsEU6jI4WOxmMcxAXtYx7rztAhTccwwG5is9iTlWGlJLI0e/SDariJc+yHKm7UGDZxsXA444Y9AXZmITC/BC53vc8p0ZnmKqqBGj3Da6g98DMetry5iNY94YFgDSe1X1JaU1u81j9R8wzXThnDHD3s4zhmX7MRSU6sKT3zb5Xi3MRV4VHINKVEnyfx6Ry7zA/TEI/P5z3GXixSyPvNIUdzoSdBKfPkulKrMvPUJp5iO46fkVIEFi5MCeIic1Yc7QWtVoGa1CBoUNQNjPk8SnCiQhPDlYkXUYtg0UN4eCfrCtUoMcYeephhD+MY/pyvseG6O4hpgiOjo8A0xTCeJ35P4YC4xXpjMZKsctNQCRPUGAbLPdEIoWRcHT4l5hAc4yBmT59gPxaqpObGjGTAw4W5B9aUxusQ8fl5FVauUwk1ZTpOM6eE//Ma3QeuF/FCw2zH2I3PfhzMSDQN0nyZ4NgZgCMADwHUmpdi86L59Db4hp3KRVG8UhTFPyyK4gtFUXy+KIo/HT7fKYriHxRF8Ub4/Uju+Q+LovhSURRfLIriX5LP/5miKD4XvvsrRVEU72UMNGN0ITEh58iUhpST82DmkpyqzHyWvoORLDRBOLNYlF4blEAJxI8qoHd1g2GI/94I5HQjbLo+N59LugaLjnIda06M8mqTKmnnqrDOI3eWK3RJrWZaYbuYftROlCDqYVfQA5a/c1ESW+wg13UNJWl+rlpBt6SWOkZ13IpvKlkv0zC71q1Lm+taB3XAclz52pTxWbO4dqmGpZnFHoWVj8XnlEr4+i4dR/5d19w5LtWqkkixKt2r3KGr+QwL61N2r2nXe7uk+nyOXBee6/ya2+bYNQY1Gal2pN/nFQny56igGOeNJeVdtEFV012bquv8KnwzUUY1gD/Ttu33Afg4gJ8siuKjAH4GwKfbtv0IgE+H/xG++3EA3w/gRwD810VRcCX+KoCfAPCR8PMjz3v5A9zAs0ZN9btNHSKSD4L9XKXbEk0kyO5MU8nakV/tjVxc49wmNWnihzvjwv1bAPrWb/i6D6w9Ab7tjQu8/OYTfMfRu/jOk3ewNxtjH8fYxmkckybY5UxHkZI2RpXeuUYqASuTUQekAp9PqysR1KX/FNnGIeSUpoVxSDA7wiGO8BLG2MVFSPJi4hk1CpJltWNrUhnXUA8B368MroLb4nmI1PGWHwx9Nok74GGPKukyAIDaBd9L34x9Pk2SGWkL5/rmprZe0APp68pDWLeDk5HNbFgjiOUV8v3SMNse5uiV1oxepVRqzKqpMSybvjAmduVEv4dZwvw4BtrhGdhBHKBU/SiEejeootYdxx2SulSKVeGE+7dITP0ZOhaeT55JDS9mJjjhaaiq6k7heVwb+hE8WXURd/LcBsVLzWnqYYaNkPhG4D5reXo+k/uvDXu2cQoVDhhyyv9n6FtS2iHMqXzlGo+bH+cJY+mCb5ghtG37dtu2vxb+Poe5M14G8AkAPx8u+3kAfzz8/QkAf7Nt21nbtl8B8CUAP1QUxUsAHrZt+3+2bdsC+Btyz62gWbemvm/ExezaLG5+jbRHcK4ZAO65Z/y4XkvOrhKTOsKs1+miHRBPADwDijGw9jZsA2fwyAAgdhNblEZTpOuSTvK10UiV3FquphaVlf3+tEY8nY+p1uHhuiQGuf9gE+fYwxjaM5fIzOZAJEo8/Gb8GCQmr1xyBBBNd6px6KFUhy0LCCb7kexPDY0SSufph9S/J+P1dfQEwyoSdF+7RRzj/zT15RohQdeec9CggJ6sgxL7LufyAY4jbnqhxjohYJSp01j7xfG79DqPz6P/ZNk6p7ZvZzh8ds40eZ1q9q4Nueyv91AypwlGx81wYBcoetEMq3i7EOEmeJXiwaL1wAWAeRBSmOXspUy0hhFxhvRJzcGAEXYKqvxcA0oiXjPk1CaWCaezTtzK4X3JQyiK4lUAvw/AZwActG37NmBMA8B+uOxlAG/KbW+Fz14Of+efd73nJ4qieL0oiten717Gz+mYZEJRKZsApDHr9r93I8s5v0bT0NyRE19Vm4mSbICukmdupsAYZue7hP19hVj8DbWVhabTWSEfI8fQhYwKlDw4Z2Cx89WyiJTU3GEEg76DrjHxuzxMl3WbBsF23Icn3bCiLJODfO/YSMVNVbeZhnzMaX0mXuP+CBKUZXV9UmKkOgT3Uk2L+VrMgobGMXqEShUJV9de9iNxy02WZXxHJePOmTeZq4XbuvmzRLPQMElt1iRGnEvX2iVRPTI+4reuOd+pTan4eZe5hOuk0JWp3OWQ72JOum/5nPibkXbOxD2aShmC+oF0/Zw5+352jyXFXRfCclNbeh3gCbF8A8PbF53NqU8FFdyhfOXRj5zdsnBfhW/aqVwUxQaAvwPgp9u2fXaL+b/ri/aWzxc/bNufBfCzAPBtH/u9rW6MmksooXsJBA9DozoJpIlhlG5pZiCX1vBSgtbwARDfoyVyFSLCVDDiv4VoPkKD6FcoxsDO5RX6+0co+3WUanNpqczekUskilgVNL7fiCIPhIewzYOUlM4zjzThOqnkoTWkDnAMU3EHCQGmtDUIDNQTuGy0s2yeNJFY/LYxZK1CaetAYsoaTV7YMA/nYxni1HeURgDRiazSJ0tW5IlNCqxzRBPYGHtxfRlP7qGZjjtKrLgWNE/w8HO87J6VF8+jVgMYM2JBRsUT1Ry0T8AptgOjdmlU+/Q+wmlc1xl6ISpsnlzD59MEq3PiWLmvbCdKj5Kabsi0OeZhkj+0GMmk+2b7miafObObBXOemwRpBiSeETdpEVC8yRMAiW+p1pASZb6b11iXttP4Dpr9lIl4pQMXJM38fIFzuGCgfifeZzgQHMVncB9lAwybCYalZ7gvExwVvikNoSiKNRgz+IW2bf9u+Pg4mIEQfp+Ez98CQvlIg98D84m/Ff7OP7/93WijNLEodXRLDyrZd0mJi8i3qMLnpSDy0EF1njI/IoJqBIQa3vZuZtfQ2ZxLxEC3GSCXgnKGsWyeSiC7/tdnahVZZ8Sa/dmdxMMsXhZ506QfrhEZFe/pkuJ59XuZv97D8fqzu5/hz0rLdaiErnttRCxloCqVugTtWe/6Dl+j5clP+neqq7gkr5IuITeXLr5z0cHbhfs6RnXK5tfo/jcd1+n7laHmhFGvy80x+l3XOec611heDVZBr8/Xe0GzhzO/24jqMg3Qn724144zy8vP06TV9VyN8ooNqkIgY+/qOl6v2HMbfDNRRgWAvwbgC23b/mX56lMAPhn+/iSAvyef/3hRFP2iKF6DOY//r2BWOi+K4uPhmX9C7rkF2sThmpcv0EPJUDaGCLLRRJdNmZoCQztZBVFD67TX7Ri7iUZB4pbXQNnEubE5hoZ9HcBXYOzyOPycAZiFktDR6d3vODRNhqhEVkNYOoq1/LOW19Cia/xOIyKUqHHe1Aq45v5j955jA8c4wCm2k3ey9soRXsIRDnGMg5CYNogSE6/h+gMuYQJInKiuVyz6O7QSZRqSlxI9lbJcKk3fwd8+l/lCtVE6+wA7mAxt3Q5Nchp42WqNauLzCJSIuaYsssb1aMDs5DpKwpwDpes8ezgvj0JzARtGcT1YnoNOa8BrU9FcypwVFh9U3KBWQizUVrSUyn2OTTwb6g9QpstGTgSdJ9dOGx1xr7wXeV801WF8lz+vDmcgNaUS1ETMQn6ca26G1DH6Xk6Sz2kK1c+5vsQ5+jS1vzbPL8d4HnvSuqma90ftaAYzRT8L19Ws0zaLWl5XEUiFb8Zk9MMA/m0AnyuK4rPhs/8IwF8E8LeLoviTMLL3rwFA27afL4ribwP4LZhc/JNt23Il/z0Afx3AAMAvhZ9boUBqIyfUgpgNvBm6gkrvqeZgf1ONpvqaZysCXv6BqjK/c0aQFpmL97I8LU1GbDeJ9O885JU2SD6bGbU0b1Rw00yVvxMe4kY1k/NTDaAr1Z3vWxYLru+h2a4varkeOHXO0YzCsQyCiY/aRJfEpJEgOsY6MP0u30Juy74NupMTbfw0J5aoY8Ey+o7y2kM032jJBR7ExWAHl4ipUXEtNT7dr0m1FF97bcXaT5hQvl7MFfEcGWM0zL0hg+JeH+A4EC3bV41A4hkj89NAAObTcLyad6LSdpdE3rVn/HsRBzxbnqDx+ryGfjBmx2s+DyPLOCfm66hmoHvchWM6pxLuC+N4acZWy0ZebE79kNRiOG5q0zYGD3eO6xfKXqMCMALOt9Yjw+46t13wDTOEtm3/Ebrt/wDwR5bc8xcA/IWOz18H8E/8bt7PTOWcw9Pu7lUifZMJlNV4YMhUWK1Qw/SoJRC4qOTYfTCJzGuP83Ny7khkGpg6NwJQht/scgT4Zso4KaHw4LmkRMnDwzM5Dz0wtj4eDjqHlsRNiWV6X5oBqxFF+SHVHhNMhNHQXa4tmTDfM5fx8h3sVIaI+Iu1lJyIpHZYvybVInLToo5dhYLcFMGjbZndj8A+AabdmOSpzVV6oGPZnruBczwNtveuXr65+m4HvBfJZU+uyaXpHFwg6UXmyHu0DWYflvBE6ZKEk8RczTgkstaS0lvDagkL7inxi+8j7vKcqLbleLSYy0CNk2ua/na8VT+ERty4UOdJemk/DY88Yq0j+s+0N8EkhnqmmrhK8LqXXdqllskAXHhT/FWi7n4uD7EmA2ZVZTVD50Uqw4AQNi/6fWye3WUycri3mcoAEunMnICMua+iFKdEhweDjiUSPXcSddmtmwQZKEXyDjZ64XsVAbjJiURzGL48gYWhAsYQNhA1hmIEbPYvcDry8hJKvAz5e8kBKyMyOfNgRASRrx9MOO4oTaVLXst73RHqDrsyImMvzsslZXNOn2Ib7Bb1GHtIyyC749jWsw9KeCSa6mBMGVQa5VKijia8nOGrjXwGJxQ6BjfBqNmtjOPxooP9OGYzD04XCDOvo2nOst2n0MxQmm7m4ZB6iGod15u4OMYe+jiKhMnWhQ7lOhIXlqhm3+cSDTZxEU00uf+pRhlNWzRn0Eat+JQzsYug6VCTUDynINDDLApPXGNqrlxTEuPcZGcOWMPpPChAGTXXh8wr705Ios7MZDImwB3C3MtzbGIjOJansDySGmVkfD0xX1HjoaOdhDb3E+q4tZEQs6V1fXVfKDhwndjoSJ8zkHfbM2bRGb6Jc6Mtx7De5rvAEQ5DgEc/lv3/li5/3VX2GEjjxkkUASXwHgesRJ9/55EkOaSKoaKpE6JcmivRuDOZjuQreBgqHUKZpUSJl/7/PHie8zVXgZfdu0wi1WeSQdr1JuWrrZprQoJG/0WdrXxea0i1gDxscdncukB3efk8XJPLtaBcW1IhhOPMGRKZlOKejrNrvItmlNxJnTr903X3MWiEUdcaUTvI55ja2l3oyddN49+rbDzKYGn+0L1T5qtrnWuiXdrcMjOiM3OXvjWwI3+ORrTlAka+VvTh5Zoa559fvwxyJ34e2NKlgednvupYuySoRU3QpVtL9BnPO8/3miHogmot+DwEbhMXUXoh4rsE5aYWJqyc4CA6l70WC8tEe1IanTSUGlIJtpaNDZt4CXMkP4MRfm4ee6DuANgH2kPgfGRJdjx8wyC95BKPE4x64Z06Vn5HSUGbo/BHD7eG/pnkxYK7XpOf89zAObbxFA3KhcS0AxzjEU6xj2Ns4gLbOMU+TrCJ8xjauI2nMYOcz2ToaYk61p/ieCiFkwAx4zdNtqtA6Zv7p1pKXt7BQj2ncc0pybIg2DBUHbUaMvbOR8F5rP4kx032YjCtcTvMNfXfpGWQtV4RG+Sk5so6mq1y5kD81IgtPlPHNMQ0aAhazqIfNQ4gjbWfYIhjHCT+DF6nfZ5p1iDDp81eTSs6fxehmjgv4qNrL1V8H9eWWE5thffr85h1rSXWqTXQ9JWbbJToujXBtWsdWwlPHtM5aMSQ7X8/muQYaGAJl1oTyXwBe3gM1rXS+RIfGRrOd+atMCs0HtYeYjR5pl2r+ZAS014MeNhpGnWQ1m1xouDmlNwJpFKeqmaO7L0O7aIOppKN+I2COoX5/kj4+cNEEgpmNYBLoDizlpM8GMCi01cZH5CG8OXx1Ln0QtVcpR3+rRmUXf6CLrMagcW3VIIisVg2Fl0v++0NYfiuvNtVro3l0jefo1Jvl8akc9LfvF+fpaB7kUugXbVpiEdda6CSIg+wS7qLyVvcu/T5bKu6WHN/ca4eHURGSgLKch1kJHSMq0aRCxy6Rt1OfcdLNUPqc3KTi5aHYQRcromoANTlPOdaMjtY9wfw6C2WjqD5kUKIrWc/PldNzsvOh86HfgAVUNRUpnunEVfcG+2rfpuZx0vkN17xIISwL56H53sI7q0PoYAhi4eWpWnqtK8BiJvbwzxUwtTGH0Z6tIE1E1Z4kPVgapo+fRVMfLJr3Mau0KA0DQAwJsBmFn6BbeSlfb65dY2nO7MYcqkJNXxPfpBI1NggZNEpV8fvFx13TSJl32aiyokNpXHTxOaiJdTx4A2E8JGZAimRoITJpiC0eW/jNBI735NF4qJ/cy/zEMWcMSRO/+wZ3XN3AmGHNXXsmU3fJWGVRLsIojJyromGcipUYPVQFzb4OTWSvOy2Cjycb67l2bPYLraM/jc+I+2d0V1AcBIkX31uXoBt0STVFe9fR9u5r4UzfnO2zxfOmzIE81vY+niTLNPizN6OWFH0FI+wjacAvIk9HbDEOWpqmmnM4AkSc+4BmQDH6bjhDE4FGw14sPF6WRECtVJlHFznhYZDQahE7bWnqK28F7i3DIFQQvvb+mIRkRjdMsEALE1N6aGCF+OiZMJcBR54FsACUru2Ic55VOFPsY0NyYtglEhCVJ7BNmsEK1HLqKIrGJMoEbWGWR9BZhtGJNOoCLU3q4OX6mSJGiw1DBD5ZpmNclGSo0RGVTZlDvZbnac8BCxaNkMPj3Ca9JPWDE0l1CSA2sWLTlLuK4udpSGS3giIz+tjjtOwlxQU8vwFQpevSM1RmolrUVzecUu76REHOC5KgWxqQ8JlOGSH/zxjIHrw+fdpKK+thJS9sAch29ekVYsm4mFnDsMexolGq6Gu1CRYgVZNOGxcZPvgUXOn2E6ItNbx8vpdLiABiI5wO1MbcQx8x3bo/ubEcVHDNhz2WH0GU6T7WC/s8VNsJ4INc4kalNgO55wmPEZMqbDA0tIUqlT7IlOjwEKcUfzKzT1cBxUgNDye2duOi8YYiP8Mw97EOU5CcULv9iiWggrmk6xg+UyRFi52SlwG99ZkpLUt9HDnEkOXlAd4vK8iooauEXI1ixtp16emA+fgKQGNz6wBXMAYQIPFrOUq+y3jTJ7T8bdCTwi/O55UalzMfE7V79QRqoS8S5pWqbxBFSUXxrq7b2e+9P35M6kR6UHNJeJl8+e1ZHBdGk+XtpCuRyrx6XMJahJU4qTM2q7LzSSL9ZkIZDy5aSH3eVCzyMeb73WX01fHUHWsQz7O24AzVQahGlyeB6SaSg6JgxSLTtRFv1xqetPn5OZUxyk3xXo5FP9e92wZjnAeJXwP+IyugJT8jORz1jFEHG+874prJamFgL/1fOpwc7x9XoSRrdU9hRYPAsc07kl1nUQaSPvUaqggk1IsLNJq0ahURmmX5gu1HdJRS3VxEJxGBziJtk++i8+jYwcjmFloFx5+Su1Ak9NGQH8GfFf9Nby+9bF42BgXrUjK0rpPpQ8zVWvAJJmn2MYc1raT4aEaPkfpTw+EmhYAO/ga3kcgsnL+th7TuCeTUC2Wzmw+S2vdAIihk/aOC5hpK82mdsLbxPLEHAudv7NsjCrlsZgeJWOG3lLCzW3C59iIuEQTIiVoOvl68p1LolWs6GpNTtxgRA2EzXW00iv3bg+PI9GyMcyi2WAWHdguvJD5qgRILZLMmYl/2zjFAY4TByMd3+fYjLHrDLuco4eXcIQ5+jgOdSpzcyzPEteeDnFN7iLZ3MR5NLGmQQpWQ8xqQm0kfgtqXtTqlbmTyandnpnKzLCmE1nXjWPnc0g38mxhnuE8oCNn5Crhm0bh/hDAzT45c0gJ/iziEMeqvpwe5pEGaI/0qGlRwBTrECONiAfPYwr3liEAzvmJDEScnBvTjJA2h6/j4mgZYEoW6lBKpTBvWk5Cs+igJTHLMgQZXnoGDxGjI6iW//tAUQLVemqzzZGQo+NhUTu7hsYSQbtsuBwvNQl+x7IUGgmj81Nphe8hGKEfxJ3RbFV+TzMSTURK/G0e3c1Lcqkn11xyn4D+72YwlzgbpHbsXpy3v8+zQ1OtkoSUoC0mtXE7iV86Tjo8ZwDYQH5RamZ0mcXnpzbsHCcowJCI3rZ2uob22yN3VKsq41zTvTAha7JgJ9cxqWlN30XIM47zsebCia49n5evGxnksjBlXRvtY26fOZMlAef/i7iXvjNK9gmtWEwkTOfluKI4CgBl3cQGQGR4HGsXnvQwdxN0oCV8/7K974J7zRBUzcpDMGlXBzQL0JO2mPzh9fhZl8WkZUpbuUTgWcwu4SjhJ8LRb5Eg9xjuOD6Dla+wl3jWMhkFgKLK1cTFOGk9hFrygQyCUo7WaOG8GB4IuMTLZ6k/hZIwk34YocL3AKkEdI5eTGTStSSCajim+XBO4yrxepUQdVyK2N4mk30JrLwCx6UHj70tCGq/T6+tE6II0B80j9KzgmsMsyjxN2HvSVIpwc/Ri05O4ssQU5zAHaV5bP82TpOAh9T8sVhOmRJtE58zE8Jm13odHy/TwnWi7TwHxSs+jxFIBCZI+VlJmy/lQQXqfLc1dDMhNSQV+JTolvKZCoY9zLGPk9izW/GUa+sNgJpgovPoLAo+p9hesOurPyYn/PqjYbt5mQ/On2eIOrUzh+DIvrpB2a+TPSW+KfPgMzdxbnSDy11C3r/oR1sG95YhFGjjJilSUrqvJK7dvfQltFSvSn6sA0TJnmWvefgAOsQGkfmwjr+ipYfppbWMhpi4JjCCMYMRnAGsI618GqDcdwJNgsYx5QxC1VMi3SBIcTR9uSN3mDSqsXVwH0hOhFV1VuB3r+BNMCOZfgTaj2le41rzZ4JhjIlXidYzqf2gUwUn0SL0ApNSwkOnLufEPGJ2YeM4cm3D81dSfwOdwWoy4HV9WN/uASZ4FHoNUCgoQ1iAapF8nj3DtY+8kxXXh9/RHJNLyi4IebIl10UJAQWY78EX8e1HZyaUNPCyKYCHQgOuuZYA1q3L32d2GnwZ3x3HRCGEReC0TIx9Nk/wJbF1y2c0R9K5uonzaO7x0uZzYfxNxO9SMJXAXsQMpTV/gZsO+T46Zimw7GKMbZziCId4FV9FHzM8lb7balbUageurbn1wOdr5mqawqZBSPRIrHmkIwCwe/kEZQ2sXQJ7W2NchLHxrFK3puDBM9YYB/A9vfRnj0MezyQEqNwG95YhAO7NV9WOiKFhjSVuj+XNQwIBJERMpXEe9NxM5JmpTsRU6izRJP2U42+tX6Q2wHBtl8koJyy8jutgkqhmgjrLIqgquVwVTkNS+bwczLbpoXu8h/bjAepoF+VofJ2nUIlaGXCydkil1CpbewWVyNRcwQghxYXc6do1x1yyIk7xYPMdXWaNrt7Q+fN0D/TdFF7oX/H1qJET1q65dL1n9+zM2lRRW81MleHmpIsf+kCxD+zujBeYDP1ANTyij58DeWauz7HLpOMM301J9EX4NZql28Tffn8dNRXGUmlrU10jdiIDDqMfBACOsZ8kfuVBDS7SLCYZdjuVPTpP95H3qo9ynV0U4e1NWX9MzwEjzZKQU+6b5CGktKvsHJ/CvWUINygWCANtOzSs9wAAIABJREFU3qxySG3hUXDEjLGLV/AmzrGJQxzF+2gaoYTPTRqHOjyUUqzHrYeI0QTFMLoJBiEUrMYMm9jG00hIG5RWu6gP+30WJkKpjHS4geUrrNvv6gea+E5FRI2gsbk7EU0rWdIRzjoxJuVonRpK6JTqyCy4tkyW6U6KauS9F2A5a65/A1qnXUKmf0bVWSA9TCplKiEhUVeGPcQExzhITAyD4JdgQx9Kl9S0NLs8lfKcodMhzpA/wEMSKW3RNElnsjJUhncyK5uSfok6hsX6ftEc5wxEm6uQ4Wo9Hs2xOMWjBaHBCbRpD5sA1tRkycq7GvqMgKMcBosxjryyL+BOYI6PxMaldjcP2h5NoxlwgEl09DLGfxuneBOvgNoO8QNAbMqjJmB36ttvBkZUaPBP4XN4GuppebXZQRwH30uz4SAk5FGLPsTbCSboWaImTq0FcO2av3ldjVI0VfdnKs7zc5obY9joJbC9f4pefxbxSLVCO1/u1+thbvv59bCPR4h4S78Yz8FtcG8ZwoMQeErEy6UhEuKuLFndWFatzO2mlWyqq6iedNIPnDtv8g6ktr3k3VrLiIevkd8lEhsgdyeXLHNJNidk+T08QIpAel3qhPW/u8Jw9VpdG52zJ9N55cp8LXQ9+bON00waTPc2l6T5bHUEpyGKqQNumYO+639GeEwCayxjPf8S+f5SWrO/vZKry2Rpj+80GCLVCBhRNAimjhyvdW9yp2xOdPJ9a9AY0aDPiqVTQtx6nBIr8BIng3mThLQMdmzVEnQfuYbUS/O8GZ137kRWKTiHXMLPg0rIbF6dfRX7/WGM2OHeaJQcI+DYUrOHxQgjtkRdhq/LxrqIs140Umuo5Rp7icb2Qbac11BQWBY0A8ieXdnPsvLdt8G9ZQj5prjUblPaxEVECB4wSjO8jxIaK4Da/b6ErKdiWsc02sUtrNBsjedBE9CyAUqefby1MQJKYjyM4kQGnUJssRm6UVMidc1gMUadIZWs2MjP+5jhMfbACpUcWw/zkOjUBIm7xhh7UGeYmgAISoQs65vO+DJKYXsYR1WXDmR+R9utjW8MRhn1MYtSoibcsH+DEjn+cHx9zEOJZk/64T5ruDG1QGV0SqD5zl4gzLsYRzs+19MTt3pxvcnMWNdqiElMRqPEa4xunL0rZbjUJk6xjX0cR3zlPIlbJZroq+oJjk6wjUMcJYSMQHzGCSzseQtplV1qC4CbLFmAMeDjHH3sYRylbmoM1GRKeBY8iW4Dr4TLc6A5QHYOTRhjwthj7Eac4txUW9T1o6mUiXGHeBujT99gdHmBb9t/w8a+Czw7XMPjcjdaAyYY4hTbOMY++pjjEEcYYy8+3YNKvKoBtQinEGnSGufEIAwAMQzb/JJWhfYcs4UzHLXjYP/HFjDr9zAIQusAE+xhnGjCqiHO0YsZyrgA8AzYbM7RlF7C41veh0AixEOuUTMqwSmX1rBDmgHy0szk4D1BBuX6DbxErjmE5vDid2lURRURpQJegx2yPlxD0B3grWQcl2ksciMlcrvGCyhjdOexEg42nPfSBGlYKZ9DQsqDb0M1KVMJFOe8izE2Ly/QVA9Q1jcoa2C+/gCzfi9hAionqo2cZj6Np/f3mYkoErVsfzVqhnNp4E5/MjdGc3inKS+CqH4W37PUhKUSYSp9eVcqSoDa8Y3PY7EzMjN9N/eOsebcB+6VmiS47p4tbuMhPrNHhppFImMcw80SCPioPgSajxSCA3p73/sDeP5AWhFAcYrOVMUlfk4TJrU7BWrr1JJoEmKU0ABpkTz6EGjeRQ3vL3xmPw8vr/Hw4Tu4Hr2DqgHOt9YwKYcxo57C4UXIDH4Fb4KF/fKEMJ5r1bI1c7+S/3MNmfhutGsYTDpSOv1ZWP9dxCxqMkq+mzSMPR+iYMwoxbCXvatr9Ebsp0Kh4YPrmPZCoUWaLKW1x/UwU1VjpAqAjOhp0bs8KkMT0lzKZJ1UDU/UWOJcNY7SwAFss9WRrKq5OvMaBIaQxpur2qyErIs5cP70i8zkfiZx5Y5pP/BeZ77TQZ7B5uUF1p8AKG+4yFib3aAcXQEjy7wEgLr0laGNvodZPJDKqHROfcwxRS7xziMZz8GZ2TwegkUCPI/+DJodusxkvLeXEQaujRchXmTMXZD4lQRIWEjY87kpfrugUkU89SALYywcS4JDdFoywi0PdGjgjmbA/Ql1WmWW41LGlkcU0ceizDg9E67J6PnjfMgg66CJTjGIuJCamlJcAeCmF+1XvgWsBQvyw9E1Ho7OsDs6w3zdhZjxljH6w+YIT0uPMFr2nvysq8aS75uuC2Amwl08TnAilsGvPOFRm3Tp2dZ9L9GkQQEVUNYME/aznONcDveWIdzgQZSCepEw+GTpQHFHVxPDGbX2jkYHPMU+9kJTja6NJ7HSxBc2jgc8MUntxl6sKmw4nXqAh5rqAeR+l4gbTGRhJ7I8s5WFxThWSlY07zwNWdh0+lKjIUJRymAvXz63QRMdsNr+j9fyIG/gHOPRDvbrJ2gqYL6+ZlMtWVlygHm5WFyLdto5eqFIYS/WLiKj1lj1gTALmn+YIGW1qkwZ56Hj87QfNEsgUyPJJbs53Mlr+9uLe9lDGvnB/eaYgVTbZPLdNk5j7RyVHPUdND2ZOXISr+EeEZ8ZjqkECEDcH4LvPxMTzfyAQ5jUTGkyIyKdGmvwNzDsmsIEo2Y03p/1lKZgFrxpdtSOqOWxOY1qrG4a9bOam/T4w6ACxWHiEj6G1C+ilQAc+YAGWHtmgktbAcUlsIsz9LZm2Dy7xmxnGnGJloAuPwLX2rTSaSTaZFrES/VTurWBIe4hS38XUUOjtniODWyehQ+3vMYZz1BMWJzBSl83AL4OVI2boqiZdEUJKtxbhkCnMhdDJX3AFyJHJnUM5xm0BJUONead93nZ7X4k/wS1ezbwXqhhsKnPQCuealLJOsy2u+5IRXXZiYBLVxqLrkRC1WoFmjcWmV4q/ecaQ4lh8jklvT7m2GzOsTYzJCzra7unst/lqAYTxhQaWHk2zo8HvY9NTOIapnV5VANS5ps7xm3cPVkLl0JVcs6roarER2GDa1hm73DfTZoTwHuUACjR5BrymfNIaLprB3Vprz6GrnWtZG08yzfBgxpJ4EKCIhqKmkElz+U8aNLku/Pr1elbZWus5jfPxHaHvK0d+zg7/ptQ040D7TpQ7Mo8aKLVs9cHrvuGr7M+0FQPMKpvTKBBH5ORC11dwmHXb4LiUfr5ojbP3zEwQdZ8iAmGswnm/R7WZkBbLX92hcYYPVFsBhTyLK5tLcmZXXBvGcIartGgTDI5qRo1KHGBTTASgxIiw0bNuTLHKR4BcOcj76U0r/cCqX2epghKmXyfX+t+h8gQ9pEmou0jrWXEuHBmLcOduCx4pslnrIhICYPSiIeLekZpD1b6mzHaSqAZ621NYIZRojOplKaBebTnmhP3aTyAmzjHw9evgdKyq9fCPNYCQq6vXwHl1aIESqmNuL0DDPctrudL+O6E2HHeJNLuUJxFE1heprmEmcvo7+H31CjVDJUncg1g9alYXoOaCB3eWjGzxAkYqTLBAAc4AU11j7EXghamYHN3J36N4Jomdrk5hsSQ4aqUNrkmxH9+pn2NtaZWjPgKNvW4D/ytzIH+LYUSePSdp9guT/E0zIdEeBfjuDbnQWNgMADXM49+43ozIIBmkT7m4Sx5UTxt/8h908J0KX7MUZwB7UeAych8WNNwThk8QuGAOE682NinFvYI/b4HVPAMEvdUKyMrokOdzJJ+sVncxT4QwmupyfHdu3iMGXo4wIn5eABgC9g/e4K1GdDsngNPgOIhkjNPmheFkC+EvaWgeQZs7tuasjWARvF1wb1lCACiOppnaDIGHUhtuYxkqQPDYNRNXgMI4UmD6GPwaAKPfiAD6kVEUb+F2xNFymB2KFedUQHq2IN81ncfCOCNb0o04RDR+eaHQcdiErgfnDzD0deFcfReAqKMJTpqCSN1kutMx+3/0W6rkiU1H533ewANuSTBV+1M/QD8n+SeCTuUTs10MY3mDd5Hws9raPOmNmYmAC+/wFj4PDPV1X8dn9eTUsm/H/fS+0a72u82dIZDq2bLPabZ0Mteezlw7pNdO4vPiDHzxC36rbrMlTmE73tX1yhH7jBPQ3ppxnFTqocFp+tlY9WCih4IwvH7nvh6EzcbeCka7jsJdh8zYGxNpkbrNxiVV8D6FVA+wfXoLVRhjnU45qohDC9vUJfA9tYphpdXOB1tJWuvFQps3yp4vJTjKvFRgyA8iayOwQ6AZUfrfXEPZsBa6Ln+cHZtgmPJzn5eeFCZY6Qjl7Bosks3TS7TZpZs9f0ESrRUPQFP1ybkKhrDAxliqXHSBLoHmUULuKSuZina4m0zZ6H+Cc0Gs0iQ4mHP/Yz0JeSqeUcsciXhbuq4pHZDeyrnT0fqUAg7CdA5NrIDZQXW+EwS3hkY/+DSrGkrPQAubUdJnv4QG/QiLPuuTj/zw+8O8EWTmTMKZnJqsACf4yaGWVwfHmoFynHOEO1ZtHOXKHGKYYz24PvzgzbI/ARu8uL6e0iwhvT67zoSezpkjdhOQe2VhE8j7GzeaSRWbq4pUTvD5pprlrxqCwRev24VeDFCQiB1btQotWgc50otgXOmzb+PvJXpLGob6gcjs1Yc0Xm6n21qiZ86x6DxrMnc1kQAW98FgBvgyj7f2boCLoGDwzOUO4uBFmQIzEPid7kpx649jYSbjI4EHXBfp9IVAF4Ecx2eVR72mEySfqFomuT50sTDsE8qJNwG95YhsJYRYIu6jxNzXsK9R9+DL2KM3SgZf3T2Wxid3aDZt62jipubi+ZBlaSjjqp3Wgq7Bh2AHiNudXP2g8mADri40SP4bxa2U81AHV/hexLHOXpQddd6GNtxJ1KxDDbVSG1SYnWDHsf5UIIlw6IkTPXWIpOM2dKxu5GZkNiAcRPnwD/K5jOT/zm3PN8ix74KeHn0BC+/9gTv/MCb+D/wB/EYnj/gESqz0EXNE420e5U6+ejYpHRP84M6k6lJuW+oh30c4+Nf+XUAwPUOMN1YQ12W6M/mMSKlaoCCIZqkAzyMCHM8BP7Xwz8QmTbfb+PxzlvcJ2a8a52sQZCsuf+AET6GFCuQOGgNpeS7I3i13Wztu/YjzgNAsQX0fr9nWwPAPk6wh3Hi0Afcua6BGE74qoBv25E49jDHRoiGI1PVzORS9p77RPzVDPwGpZli1Z5uF6cCSQMjuvoZBbSguRcVUO2I5gE3v+rf3jzHGRP7uDP/htUMuG+0VrBkPE1BOApjOgHwAzDmVoYxHQHlD7i5skaJISzj+wDHFjBwCc8pOfNACt/Sb2ENgdATguZx2iaxaLeh0dkNcGlSnCUy9aLt1e5JHTZqGmIImEYQ8HedvJcdxIbJ4kfJgYjJ8NPcvGIXx2sp3XJOFcyfkIbd+UHhweglUoGHmJrNPJXweI36Hcj0KC2nc9GSD6Hy6YnMQc1ghP5z/veHA31g97UzDLbMwVxma5w7MVMbdR3XgzbdPFZdu12luccudUbiCSs0tja6Bqpr37+coFCSJkPQIIHDxaq5uQmImlrePD0PZ7Yldm2N+0ZMKJN10ASwoAlyfOzQp1Ftz2EIGDvOcL2UoBH6QkApSaspSyV/7hVxj3uRh5SqYzw/p/p/lIDzPJ+uEFsgDQOvsmtKJONyLdJNcW6q5Gs8wEMZsmqKnK8zggsAxkRi/gQJO30CITqxBw81zfGATCDOYeY9l5U+3Qb3liE4onuIGpkCOSgb30SEPQNwAuyMrrCDt7C9f4oT7ONL+O7odKQ9rkGJx9iNmZkaQVJjkJhVAM/apQRI8xRVyj08jna9ePjyED+NPgqO5uHhND6HbRk1W5gETttOqjO9D2ugQ0lNQxoBZ2wcNxvN8CDO4d3ODHpAOBAb8KYdMdyNkJsgqo7/1+VaQh/ArtlP+1tpdij9PX4oLUFwH8dg6CaAoE1N40E+wT5exVehpQmUIHWZFLdx6j4eMnACmYH6S3gdDzIhRIZsBGf/BFZf5wDHQcKbRrzaxAUOcYQaJb6M745Mnv1/OcaNEPbsXem8ABwJEOfPuZKY4QRW70YZcm4+IpAR8LsDF6ZI8LZxioPLd9GfAf3RHJP+MOzJCcbYhWtDaS0d2tKJs5ptP0cPG9FxWkVN15ae83NtievSoMQexiZV7wB4xSKO6tI0vLJuUNY3jmozoBgD2LIInoJmltD7/GoL0dlNPPEsew8z1SoFrNM0xBQbgbnP0ccY7mPiWR1iilfO3sHaJTDcnWB4eeM0YgTX5nZgCWu1nVPFXSanAbavkzeA4T4sW/nMW5mWqMHQ39vg3jKEAm1EIKqwPCjkoJOQyAIEyYYJKkFC2ry8QDMq8Rh7kegxFp33cBEZ9qa2TLXHVZJJSNNTKlXMU9sskP7P8Dg6X4OkrDZi9R8QNLIJQCJhKjLbKxqwGYseTDpWc+kMYscn0DTDMuDxuy24qkrJU5lcF0NQswWJK81p/TQcj5KmakL2KI/1pn9jM9rwy2hOVDu7RuCoJKv+iT5mXkZATWBAIoHF//UzlbphhenG2I02/k2QIZkkSSY+xATbs1M0VYnd8jGYw5AXIiRRmYJZz/PIOJTBeQkTz8OJ66vEHh1/6//cr+DUJI4R19dPbN4j3GC0cwHse58IwOv502HP+Whf5V6YE01HHjV3kZwlhLWjKcaHatL4Nk6BN2Dz3AlRbxWw1r9e1AC4r0+sIVWynzNg/Rmw+73jaHIhbSGeMNxYI6LUEa7Rfoc4SrSoEg128dgcx5e2dlCts4b5Dmq4T2QGS/As0wq/kTEeAeeXwPASxkBOgH0cJxnsz4N7yxAAcmmvcsi2ivxOO6RFdZnOGgDrJ8Duzhn2th4HaS2t20Nuz7R5Omc067KCt81k+OkcTjgpAQ0xWTx8uQmFiWosPraBqPHYeNyZmuZZePkJJs3x712MowRDxkatAkAcH53S9hx/Z56Cb8ltveQaAJZQwznljCAnPvxsI/xfy0+om9Ou+x50EW9qckRyajgNylCDaIAag8Q8SFu8zWseCRTXcQPn0UQzwMQIxDMY3nSFYqr5KCc08HnvYYw38UqMdPKQxF5kZtToRic3QP8Ge/tjnGIbB80xTsvtSEQZwNCj7wauAWitGi0lQeY5wAR4CNdgcjPRMmpAbSJUPM3NWjiCrdUFgEPg2+oLjA9NwmeoJ8ffA8tA9+K+5Np9iTpqPPSVaZ4GmUSeGQ3Aynv/30jzDohvNJMR1pHiq5aUCZrC4fce4Rj70VTLtR0EH00qXKUmLA2MYLipmv8OLt81jeAMXleKezODfad1pmZAWZMhMH9Gco6ODF03L4Hh2PZl5+gKm4fOVFW46IJ7yxDWcB0lYHbYMinwMVgnhw7PTZxj540ri9M9gjlfXgPwBFgbAR/92O/g8c4GWHfFGllYPP5eCAtTFTW3B9PSSaKiRfTUfIRLIJgLU7NCbtskclbA9+/8Dib7w6ScgV2S2pUVKfleJkPRUWnFyR5HxFCGOcQE+yGeXsM71aFHcw0l75ideXmVmk7yWjg6N/2/K4v+GYAzc9Z+149+CSc4iO/25SrxKEiXPGScB1VqczqPRd33pkHUujQShmvH7w9wAnwWdiiXEU5lCAo0wZQADoCXv+8Jjl97O2Gixrjcid3DHPs4NnPODHj58An2X3qCtUvg8PAoFnyzefbwKNQ70nkc4DjOI59XdMbqPBqk2kwW7ZVAsGGzzhKFou86+xrwFfieB5PZ9+JrePdwA4MQMaT+PM0ZmIczetgc4ag8xD6OcRp6gFOTYy9oJbh5aRB+t/YsfMDx0JelGoCGfedCzLrcXwOHT57gzR0v1qjvYx4Bzz6BjIB5FZvNOSalzV0z/NePYPv9xNcNnw3j3AHwT8IDUYKGMDq5wfCVSRJ6Gkv4rAOvbgHTK3nWm8De4ePwiDTcvAvuLUN4ALfLAh7nS9Bm8sNmYgebPxVMEj0CMAKKrwPb5QWG6xP0rm7Q35jhaWn1iajmq+aQO/DM9s7a7d3F8IaUOClNqnraBZRmTiy5hAc8l/p0TEDKEEjghrNJNM9otiQJDKNs1BadO5/cSZtKRA1KC0fUuSwjkjl0MQne9wR41JzGkhd68Fj9USFfD2WKKSHxcFpdt/y+zdm5J3F1jZVmMZ3zsvmdeRKS4gQJxzREQD16cuU2ZEns2949Rd0vRQjwl5Eo0LSZz4dz0nVYGC/XXYIZkvkm2bNpSO/aCZKwyEiAR8De+gUmowmmfe/9wD3g3/QXDC6uMdiaYHh5hemITeVpKvLw24hzSxgCapikvSyMNmeIeWBH5hMqLoHtndP43vycLWMIgGkyw9kEo/ENNtfPcLzDciTB90h6xGS0MwBPgOvLECKbC41MNnvFGA3Ldcbs8IdWq+nZBdzkdObl6KcYfusyhPWbOb7jK+8CI+C6/yQmmOziSbymqR6gd3VjySifhWkITNpgeFfgwGsnwFp1A+wAa9U1Bq+8i/n6AwCIYYZNhVjNk89/L98DMIdRcPQsQJeGwOiHM+DVy6/F59v7EAtyKfDzpiqjA43hkWbVDZJZWJPzrTUMLq7DWP0Z/F/n1FSlJSbJ95xjceJj6CSMt9fT6r6+BB6Or1FuHXXOs6mA9UvgavROHId9d5P8rbDs8y5YP0Lq1+maw/PmJWbBVy7f6hxn7+omrnXxKwBehxHVl2DS4wgYXd1gNHvXx7MPXI98D+x5vmfzdX+uvnN4mc27iyl0fSfX7D25QF1eRDzDG7AfOtRHAH4vgBOgeBMYfeQGr3zkTTRVib16HOfeBQeX72L90s7wdnUa8XQyGif3dO1jPGsVgB/GYo7PMkqXO84Vtuz+V2ZvLryP68zP9dwDVs/r4fG1dac7trX49h87w+7DM0w31rB5dm006Q1bK/w2XEvjuMcwmkEG17frX33ta5ivW7XW7cuzcA4A/D4AvxhyLPhzBhzMTmLSXfMcil+0bXv7FXcUPvZS0b7+b8APiUZK5PbcGsBnYAeM31EVYwmJLUTJBiXcJg55RtfzgcWDtSy87TNIuT4hH6+qsK/BDlh+/TqWHtqF5/J6/XzZM7rMBl3z1M+PAfwq3BwGpMTlvTAEfecItiffh+5IJF5/JfflETO3jXeZVqZwBuB/gzuVbztItz1vBOCfB0Jb28Vx6r1KXINjHaNwL69bl++WQf5cvpM4SIm0SxC5DV4D8BGkxPMLAD4Hd4iGTn9Yh/krDmAmWoUuf4t+p+esC0+77lMz0NfhJqNlzLzrXv2bwiJ7R+i4bxuHfncJLzf+BJZXwMZE3ItjOE2ogK98BZjClu7l4BSPe12FZ3wf3D+i+Pk68MYv2/07AB72gYd/FMYorvwZxX+CX23b9mNdw74zDKEoih8B8F/Atu+/a9v2L952/WtF0f7Hv8t3KL29DSdXsIIVvHdYnaEPBrr48/PWOb+n6/p/B8sZwp0wGRVFUQL4rwD8iwDeAvCPi6L4VNu2v7Xsngbmf1zBClbwYmENwPWLHsQKIqyF39/IntwJhgDghwB8qW3b3wGAoij+JoBPAFjKEKxBzgpWsIIXCddYncO7BGQC3+ie3BWG8DLM/UJ4C8Dvzy8qiuInAPxE+PfizwBf/BDG9n7AHhBaI919WI31g4HVWD8YWI31dw/fseyLu8IQio7PFpwbbdv+LICf/eCH8/5CURSvL7PZ3TVYjfWDgdVYPxhYjfX9hQfPv+RDgbcAvCL//x7E0mIrWMEKVrCCDwPuCkP4xwA+UhTFa0VR9AD8OIBPveAxrWAFK1jB/6/gTpiM2rati6L4KQD/Cyzs9Ofatv38Cx7W+wn3ycy1GusHA6uxfjCwGuv7CHcmD2EFK1jBClbwYuGumIxWsIIVrGAFLxhWDGEFK1jBClYAYMUQ3jcoiuKVoij+YVEUXyiK4vNFUfzpjmv+cFEUZ0VRfDb8/LkXMdYwlq8WRfG5MI7XO74viqL4K0VRfKkoit8oiuIHX9A4v0fW67NFUTwriuKns2te2LoWRfFzRVGcFEXxm/LZTlEU/6AoijfC70dL7v2Roii+GNb4Z17QWP+zoih+O+zxLxZFsb3k3lvx5UMa658viuL/lX3+0SX33oV1/Vsyzq8WRfHZJfd+qOv6XGjbdvXzPvzA6lP+YPh7E8D/A+Cj2TV/GMD//KLHGsbyVQB7t3z/owB+CZYj8nEAn7kDYy4BvAPgO+7KugL4QwB+EMBvymf/KYCfCX//DIC/tGQuXwbwnbC+Mb+e48uHNNY/CqAKf/+lrrG+F3z5kMb65wH8++8BR174umbf/+cA/txdWNfn/aw0hPcJ2rZ9u23bXwt/n8PqQL78Ykf1TcEnAPyN1uBXAGwXRfHSCx7THwHw5bZtv/aCxxGhbdv/HZCa6wafAPDz4e+fB/DHO26N5Vratp0DYLmWDwy6xtq27S+3bctKB78CywF64bBkXd8L3Il1JRRFUQD41wH8Dx/kGN4vWDGEDwCKongVVnT2Mx1f/4GiKH69KIpfKori+z/UgaXQAvjloih+NZQEyaGrnMiLZnA/juUH666sKwActG37NmCCAqyYdw53cX3/XZhW2AXPw5cPC34qmLd+bokp7q6t6x8EcNy27RtLvr8r6wpgxRDedyiKYgPA3wHw023b5gVZfw1m7vinAfyXAP6nD3t8Aj/ctu0PAvhjAH6yKIo/lH3/nsqJfFgQEhZ/DMD/2PH1XVrX9wp3bX3/LKwm2i8sueR5+PJhwF8F8F2wrgBvw0wxOdypdQXwb+J27eAurGuEFUN4H6EoijUYM/iFtm3/bv5927bP2ra9CH//fQBrRVHsfcjD5FiOwu8TAL8IU7UV7lo5kT8G4Nfatj3Ov7hL6xrgmOa18Puk45o7s75FUXwSwL8M4N9qg2E7h/eALx84tG2UFhnIAAABlElEQVR73LZt07btDYD/dskY7tK6VgD+VQB/a9k1d2FdFVYM4X2CYCv8awC+0LbtX15yzbeH61AUxQ/B1n/cde0HCUVRjIqi2OTfMMfib2aXfQrAnwjRRh8HcEYzyAuCpZLWXVlXgU8B+GT4+5MA/l7HNXeiXEthjan+AwA/1rbtZMk17wVfPnDIfFj/ypIx3Il1DfAvAPjttm3f6vryrqxrAi/aq/2t8gPgn4Oppr8B65b6WVikzp8C8KfCNT8F4POwyIdfAfDPvqCxfmcYw6+H8fzZ8LmOtYA1LfoyrEnix17g2g5hBH5LPrsT6wpjUm/DStG/BeBPwhovfhrWEPPTAHbCtYcA/r7c+6OwaLQvcw9ewFi/BLO5E2f/m3ysy/DlBYz1vw+4+BswIv/SXV3X8PlfJ47KtS90XZ/3sypdsYIVrGAFKwCwMhmtYAUrWMEKAqwYwgpWsIIVrADAiiGsYAUrWMEKAqwYwgpWsIIVrADAiiGsYAUrWMEKAqwYwgpWsIIVrADAiiGsYAUrWMEKAvx/2WR1hhG7yLkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = specgram(data, NFFT=256, Fs=rate, cmap=cm.jet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Bandpass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "A *bandpass* can be implemented in two ways:\n",
    "\n",
    "* through an FFT, with selection of the corresponding components\n",
    "* through an IIR-filter\n",
    "\n",
    "<img src='data/images/Simulation_CI.jpg' width=500>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "[9_SoundProc_Fourier](9_SoundProc_Fourier.ipynb)<img src=\"data\\images\\Forward_Backward.png\" align='middle'>[9_SoundProc_Windowing](9_SoundProc_Windowing.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
